{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "888008a5",
   "metadata": {},
   "source": [
    "# IRIS FLOWER CLASSIFICATION "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bb8551c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing necessary libraries\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6af8f8df",
   "metadata": {},
   "source": [
    " DATASET LOADING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3329b82c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv ('Iris.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "570a8c1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
       "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
       "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
       "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
       "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
       "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "41cced4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>146</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>147</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>148</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>149</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>150</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  \\\n",
       "145  146            6.7           3.0            5.2           2.3   \n",
       "146  147            6.3           2.5            5.0           1.9   \n",
       "147  148            6.5           3.0            5.2           2.0   \n",
       "148  149            6.2           3.4            5.4           2.3   \n",
       "149  150            5.9           3.0            5.1           1.8   \n",
       "\n",
       "            Species  \n",
       "145  Iris-virginica  \n",
       "146  Iris-virginica  \n",
       "147  Iris-virginica  \n",
       "148  Iris-virginica  \n",
       "149  Iris-virginica  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6511120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.445368</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>38.250000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>112.750000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "count  150.000000     150.000000    150.000000     150.000000    150.000000\n",
       "mean    75.500000       5.843333      3.054000       3.758667      1.198667\n",
       "std     43.445368       0.828066      0.433594       1.764420      0.763161\n",
       "min      1.000000       4.300000      2.000000       1.000000      0.100000\n",
       "25%     38.250000       5.100000      2.800000       1.600000      0.300000\n",
       "50%     75.500000       5.800000      3.000000       4.350000      1.300000\n",
       "75%    112.750000       6.400000      3.300000       5.100000      1.800000\n",
       "max    150.000000       7.900000      4.400000       6.900000      2.500000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "073f1d1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 6)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8f46fa7",
   "metadata": {},
   "source": [
    "CHECKING FOR NULL VALUES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6aaa547f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id               0\n",
       "SepalLengthCm    0\n",
       "SepalWidthCm     0\n",
       "PetalLengthCm    0\n",
       "PetalWidthCm     0\n",
       "Species          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "602fe6c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iris-setosa        50\n",
      "Iris-versicolor    50\n",
      "Iris-virginica     50\n",
      "Name: Species, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "count =  data.Species.value_counts()\n",
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "57ebb7b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lab = data.Species.unique().tolist()\n",
    "lab\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a7f0951",
   "metadata": {},
   "source": [
    "DATA VISUALIZATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "18b48f46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pie(count,labels=lab)\n",
    "plt.title(\"Count of Species\",fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e59d2974",
   "metadata": {},
   "source": [
    "Plotting scatter plot to demonstrate relationship between speal length and sepal width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4d483709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAJbCAYAAACl/+P6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAACikElEQVR4nOzdd3QbVdrH8a+aJcuS5V5jO733AimQEBJIAhsSyoZAIISlL6EuLEtbSl429L70pSe0BULvEEoKCem92rGTuDe5qEvvH1oMRiPHdmRLtp/POTrgezUzj5Sx/NPMnTsqn8/nQwghhBBChJU63AUIIYQQQggJZUIIIYQQEUFCmRBCCCFEBJBQJoQQQggRASSUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQAbbgLaG9er5fDhw9jNptRqVThLkcIIYQQnZzP56OmpoaMjAzU6iaOh/kixOLFi32A75prrgn6nJdeeskHNHro9foWbaegoCBgHfKQhzzkIQ95yEMebf0oKChoMqNExJGytWvX8uyzzzJ06NAjPjc2NpZdu3Y1/NzSo11msxmAgoICYmNjW1aoEEIIIUQLWa1WsrKyGjJIMGEPZbW1tcybN4/nn3+e//u//zvi81UqFWlpaa3e3q8hLjY2VkKZEEIIIdrNkQ4khX2g/5VXXsmpp57K1KlTm/X82tpacnJyyMrKYtasWWzbtq3J5zscDqxWa6OHEEIIIUSkCWsoe/PNN1m/fj2LFy9u1vP79evHiy++yAcffMDrr7+O1+tl/PjxHDx4MOgyixcvxmKxNDyysrJCVb4QQgghRMiofD6fLxwbLigoYPTo0Xz11VcNY8lOOOEEhg8fzqOPPtqsdbhcLgYMGMA555zDokWLFJ/jcDhwOBwNP/96Xre6ulpOXwohhBCizVmtViwWyxGzR9jGlK1bt46SkhJGjhzZ0ObxePjhhx948skncTgcaDSaJteh0+kYMWIEe/fuDfocvV6PXq8PWd1CCCE6P4/Hg8vlCncZooPQaDRotdqjnmorbKFsypQpbNmypVHbhRdeSP/+/bnpppuOGMjA/0uzZcsWTjnllLYqUwghRBdTW1vLwYMHCdOJJNFBGY1G0tPTiYqKavU6whbKzGYzgwcPbtQWExNDYmJiQ/v8+fPJzMxsGHN29913M3bsWHr37k1VVRUPPPAABw4c4OKLL273+oUQQnQ+Ho+HgwcPYjQaSU5OlknGxRH5fD6cTielpaXk5ubSp0+fpieIbULYp8RoSn5+fqMXVllZySWXXEJRURHx8fGMGjWKlStXMnDgwDBWKYQQorNwuVz4fD6Sk5OJjo4Odzmig4iOjkan03HgwAGcTicGg6FV6wnbQP9wae5gOyGEEF2P3W4nNzeXHj16tPoPq+iamtp3mps9wj5PmRBCCCGEkFAmhBBCCBERJJQJIYQQIiRUKhXLli0LdxkdloQyIYQQohMoLS3liiuuIDs7G71eT1paGtOmTWPFihXtVkNhYSEzZsxot+11NhF99aUQQgghmufMM8/E6XTyyiuv0LNnT4qLi/nmm28oLy9vtxrS0tLabVudkRwpE0IIITq4qqoqfvzxR+677z4mT55MTk4OxxxzDDfffDOnnXYa4D+1+PTTTzNjxgyio6Pp2bMn//3vfxutp6CggDlz5hAXF0dCQgKzZs0iLy+v0XNefPFFBg0ahF6vJz09nYULFzb0/fH05ZHWt3z5co455hhiYmKIi4tjwoQJHDhwIOTvT0choUwIIYTo4EwmEyaTiWXLljW63/Mf3X777Zx55pls2rSJefPmMXfuXHbs2AH452ibNm0aZrOZH3/8kRUrVmAymZg+fTpOpxOAp59+miuvvJJLL72ULVu28OGHH9K7d2/FbR1pfW63m9mzZzNp0iQ2b97MqlWruPTSS7v2hL2+Lqa6utoH+Kqrq8NdihBCiAhjs9l827dv99lstnCX0mL//e9/ffHx8T6DweAbP3687+abb/Zt2rSpoR/wXX755Y2WOfbYY31XXHGFz+fz+V577TVfv379fF6vt6Hf4XD4oqOjfV988YXP5/P5MjIyfLfeemvQGgDf+++/36z1lZeX+wDf8uXLj/q1R4Km9p3mZg85UiaEEEJ0AmeeeSaHDx/mww8/ZPr06SxfvpyRI0fy8ssvNzxn3LhxjZYZN25cw5GyTZs2sXfvXsxmc8ORt4SEBOx2O/v27aOkpITDhw8zZcqUZtVzpPUlJCSwYMECpk2bxsyZM3nssccoLCwM2fvREclAfyFESByusrH5YDW/HKigV7KJCb2TSI81oNPKdz8h2ovBYOCkk07ipJNO4vbbb+fiiy/mjjvuYMGCBUdctra2llGjRrFkyZKAvuTk5Bbfz/FI6wN46aWXuPrqq/n888956623uO222/jqq68YO3Zsi7bVWUgoE0IctdyyWs5+djUlNb+NZdFr1bx20TGMzI5Hq5FgJkQ4DBw4sNHA+9WrVzN//vxGP48YMQKAkSNH8tZbb5GSkhL0VkDdu3fnm2++YfLkyUfcdnPWBzBixAhGjBjBzTffzLhx41i6dGmXDWXySSmEOCqVdU5ueGdzo0AG4HB7ufiVXyiuCT7oWAgRGuXl5Zx44om8/vrrbN68mdzcXN555x3uv/9+Zs2a1fC8d955hxdffJHdu3dzxx13sGbNmoarJ+fNm0dSUhKzZs3ixx9/JDc3l+XLl3P11Vdz8OBBAO68804eeughHn/8cfbs2cP69et54oknFGs60vpyc3O5+eabWbVqFQcOHODLL79kz549DBgwoO3fsAglR8qEEEelst7JugOVin1Wu5uCinoy46LbuSohuhaTycSxxx7LI488wr59+3C5XGRlZXHJJZdwyy23NDzvrrvu4s033+Svf/0r6enpvPHGGwwcOBAAo9HIDz/8wE033cQZZ5xBTU0NmZmZTJkypeFI1wUXXIDdbueRRx7hhhtuICkpibPOOkuxpiOtz2azsXPnTl555RXKy8tJT0/nyiuv5LLLLmv7NyxCqXw+ny/cRbSn5t6pXQjRPDsLrUx/7Meg/c+dP4qTB8mEkqJjsNvt5Obm0qNHDwwGQ7jLCSmVSsX777/P7Nmzw11Kp9TUvtPc7CGnL4UQRyU2WkecURe0v1eKqR2rEUKIjktCmRDiqKTGGrjlFOUxIGeN7EaSSd/OFQkhRMckY8qEEEdFo1YxbVAacdE67v1sJ/vL6kiMieLySb2YPSITS3Two2hCiPbTxUYrdUgSyoQQR80SrePkQWmMyI7H4fagVatIMRtQq7vw7VKEEKKFJJQJIUIm2SynKoUQorVkTJkQQgghRASQUCaEEEIIEQEklAkhhBBCRAAJZUIIIYQQEUBCmRBCCNFFqFSqRjcoF5FFQpkQQgjRCSxYsOCIt1AqLCxkxowZ7VPQH9x5550MHz48LNvuKGRKDCGEECLEPF4fa3IrKKmxk2I2cEyPBDRhnLfP6XQSFRVFWprchzaSyZEyIYQQIoQ+31rIcfd9yznPr+aaNzdyzvOrOe6+b/l8a2G71XDCCSewcOFCrr32WpKSkpg2bRrQ+PSl0+lk4cKFpKenYzAYyMnJYfHixUHXeaTnV1VVcfHFF5OcnExsbCwnnngimzZtAuDll1/mrrvuYtOmTahUKlQqFS+//DIA+fn5zJo1C5PJRGxsLHPmzKG4uLhhvZs2bWLy5MmYzWZiY2MZNWoUv/zyCwDl5eWcc845ZGZmYjQaGTJkCG+88UYo38p2JUfKhBBCiBD5fGshV7y+nj/e0Kio2s4Vr6/n6fNGMn1wervU8sorr3DFFVewYsUKxf7HH3+cDz/8kLfffpvs7GwKCgooKCgIur4jPf/Pf/4z0dHRfPbZZ1gsFp599lmmTJnC7t27Ofvss9m6dSuff/45X3/9NQAWiwWv19sQyL7//nvcbjdXXnklZ599NsuXLwdg3rx5jBgxgqeffhqNRsPGjRvR6fy3b7Pb7YwaNYqbbrqJ2NhYPvnkE84//3x69erFMcccE6J3sv1IKBNCCCFCwOP1cddH2wMCGYAPUAF3fbSdkwamtcupzD59+nD//fcH7c/Pz6dPnz4cd9xxqFQqcnJymlxfU8//6aefWLNmDSUlJej1/jt7PPjggyxbtoz//ve/XHrppZhMJrRabaNTqF999RVbtmwhNzeXrKwsAF599VUGDRrE2rVrGTNmDPn5+dx4443079+/4XX9KjMzkxtuuKHh56uuuoovvviCt99+u0OGMjl9KYQQQoTAmtwKCqvtQft9QGG1nTW5Fe1Sz6hRo5rsX7BgARs3bqRfv35cffXVfPnllw19l19+OSaTqeFxpOdv2rSJ2tpaEhMTGy2Xm5vLvn37gtawY8cOsrKyGgIZwMCBA4mLi2PHjh0AXH/99Vx88cVMnTqVe++9t9H6PB4PixYtYsiQISQkJGAymfjiiy/Iz89v2ZsVISSUCSGEECFQUhM8kLXmeUcrJiamyf6RI0eSm5vLokWLsNlszJkzh7POOguAu+++m40bNzY8jvT82tpa0tPTGy2zceNGdu3axY033nhUr+POO+9k27ZtnHrqqXz77bcMHDiQ999/H4AHHniAxx57jJtuuonvvvuOjRs3Mm3aNJxO51FtM1zk9KUQQggRAilmQ0if1x5iY2M5++yzOfvssznrrLOYPn06FRUVpKSkkJKS0uznjxw5kqKiIrRaLd27d1fcVlRUFB6Pp1HbgAEDGsam/Xq0bPv27VRVVTFw4MCG5/Xt25e+ffty3XXXcc455/DSSy9x+umns2LFCmbNmsV5550HgNfrZffu3Y2W7UjkSJkQQggRAsf0SCDdYiDYaDEVkG7xT48RCR5++GHeeOMNdu7cye7du3nnnXdIS0sjLi6uxc+fOnUq48aNY/bs2Xz55Zfk5eWxcuVKbr311oYrJbt3705ubi4bN26krKwMh8PB1KlTGTJkCPPmzWP9+vWsWbOG+fPnM2nSJEaPHo3NZmPhwoUsX76cAwcOsGLFCtauXcuAAQMA//iyr776ipUrV7Jjxw4uu+yyRldudjQSyoQQQogQ0KhV3DHTf4Tmj8Hs15/vmDkwrPOV/Z7ZbOb+++9n9OjRjBkzhry8PD799FPUauVo0NTzVSoVn376KRMnTuTCCy+kb9++zJ07lwMHDpCamgrAmWeeyfTp05k8eTLJycm88cYbqFQqPvjgA+Lj45k4cSJTp06lZ8+evPXWWwBoNBrKy8uZP38+ffv2Zc6cOcyYMYO77roLgNtuu42RI0cybdo0TjjhBNLS0o44gW4kU/l8PqULRTotq9WKxWKhurqa2NjYcJcjhBAigtjtdnJzc+nRowcGQ+tOM36+tZC7PtreaNB/usXAHTMHttt0GKL9NbXvNDd7yJgyIYQQIoSmD07npIFpETWjv+gYJJQJIYQQIaZRqxjXKzHcZYgORsaUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQACWVCCCGEEBFAQpkQQgghRASQUCaEEEJ0ESqVimXLloW7jBbp3r07jz76aMSuL5Rk8lghhBAi1LweOLASaovBlAo540GtadNNLliwgKqqqiZDV2FhIfHx8W1aR6itXbuWmJiYcJfRLiSUCSGEEKG0/UP4/CawHv6tLTYDpt8HA08LS0lOp5OoqCjS0tLCsv1gfq2rKcnJye1UTfM0p+bWktOXQgghRKhs/xDent84kAFYC/3t2z9slzJOOOEEFi5cyLXXXktSUhLTpk0DGp++dDqdLFy4kPT0dAwGAzk5OSxevFhxfbt370alUrFz585G7Y888gi9evVq+Hnr1q3MmDEDk8lEamoq559/PmVlZU3W5fP5uPPOO8nOzkav15ORkcHVV1/dsMwfTzdWVVVx2WWXkZqaisFgYPDgwXz88ccN/e+++y6DBg1Cr9fTvXt3HnrooSbfq/z8fGbNmoXJZCI2NpY5c+ZQXFzc0H/nnXcyfPhwXnjhhaO6UX1zSCgTQgghQsHr8R8hw6fQ+b+2z//hf147eOWVV4iKimLFihU888wzAf2PP/44H374IW+//Ta7du1iyZIldO/eXXFdffv2ZfTo0SxZsqRR+5IlSzj33HMBf1g68cQTGTFiBL/88guff/45xcXFzJkzp8m63n33XR555BGeffZZ9uzZw7JlyxgyZIhiHV6vlxkzZrBixQpef/11tm/fzr333otG4z81vG7dOubMmcPcuXPZsmULd955J7fffjsvv/xy0PXNmjWLiooKvv/+e7766iv279/P2Wef3eh5e/fu5d133+W9995j48aNiusKBTl9KUQn53B5cHm9xERpUalU4S5HiM7rwMrAI2SN+MB6yP+8Hse3eTl9+vTh/vvvD9qfn59Pnz59OO6441CpVOTk5DS5vnnz5vHkk0+yaNEiwH/0bN26dbz++usAPPnkk4wYMYJ//etfDcu8+OKLZGVlsXv3bvr27atY1yeffEJaWhpTp05Fp9ORnZ3NMccco1jD119/zZo1a9ixY0fD+nr27NnQ//DDDzNlyhRuv/12wB8mt2/fzgMPPMCCBQsC1vfNN9+wZcsWcnNzycrKAuDVV19l0KBBrF27ljFjxgD+o4qvvvpqm59KlSNlQnRSFXUOVu8r5+o3N3DRy7/w8so8DlXawl2WEJ1XbfGRn9OS5x2lUaNGNdm/YMECNm7cSL9+/bj66qv58ssvG/ouv/xyTCZTwwNg7ty55OXlsXr1asB/lGzkyJH0798fgE2bNvHdd981Wu7Xvn379gWt689//jM2m42ePXtyySWX8P777+N2uxVr3rhxI926dWsIZH+0Y8cOJkyY0KhtwoQJ7NmzB48n8Ajljh07yMrKaghkAAMHDiQuLo4dO3Y0tOXk5LTL2DYJZUJ0QpX1Th77Zg9zn1/NF9uK+Tm3grs+2s7pT60gv6I+3OUJ0TmZUkP7vKN0pCsWR44cSW5uLosWLcJmszFnzhzOOussAO6++242btzY8ABIS0vjxBNPZOnSpQAsXbqUefPmNayvtraWmTNnNlpu48aN7Nmzh4kTJwatKysri127dvHUU08RHR3NX//6VyZOnIjL5QqoOTo6ulXvxdFqr6s/JZQJ0QkdrrLxysoDAe0lNQ4e/2YPNpfyt1AhxFHIGe+/ypJgwwRUEJvpf16EiI2N5eyzz+b555/nrbfe4t1336WiooKUlBR69+7d8PjVvHnzeOutt1i1ahX79+9n7ty5DX0jR45k27ZtdO/evdGyvXv3PmKoiY6OZubMmTz++OMsX76cVatWsWXLloDnDR06lIMHD7J7927F9QwYMIAVK1Y0aluxYgV9+/ZtGHf2x+cXFBRQUFDQ0LZ9+3aqqqoYOHBgkzW3BQllQnRCn2wuDNr34cbDVNYFfgMVQhwltcY/7QUQGMz+9/P0e9t8vrLmevjhh3njjTfYuXMnu3fv5p133iEtLY24uLigy5xxxhnU1NRwxRVXMHnyZDIyMhr6rrzySioqKjjnnHNYu3Yt+/bt44svvuDCCy9UPHX4q5dffpn//Oc/bN26lf379/P6668THR2tOMZt0qRJTJw4kTPPPJOvvvqK3NxcPvvsMz7//HMA/va3v/HNN9+waNEidu/ezSuvvMKTTz7JDTfcoLjtqVOnMmTIEObNm8f69etZs2YN8+fPZ9KkSYwePbqZ72ToSCgTohNyebxB+zw+pSvDhBAhMfA0mPMqxKY3bo/N8LeHaZ4yJWazmfvvv5/Ro0czZswY8vLy+PTTT1Grg0cDs9nMzJkz2bRpU6NTlwAZGRmsWLECj8fDySefzJAhQ7j22muJi4trcp1xcXE8//zzTJgwgaFDh/L111/z0UcfkZiYqPj8d999lzFjxnDOOecwcOBA/v73vzeEvpEjR/L222/z5ptvMnjwYP75z39y9913Kw7yB/8UIR988AHx8fFMnDiRqVOn0rNnT956660jvHttQ+Xzda1PaKvVisViobq6mtjY2HCXI0Sb2JBfyelPrVTsmz4ojYfmDCVGr2vnqoSIfHa7ndzc3KOfjyoMM/qL8Gpq32lu9pApMYTohLISjJw8MJUvtze+ysus13LDtH4SyIRoa2pNu0x7IToXCWVCdEJJJj33nD6EU4ak88JP+7Ha3JzYP5kF43uQnWAMd3lCCCEUSCgTopNKNuuZPSKTiX2T8HjBEq0lSiunT4QQIlJJKBOik0uI0Ye7BCGEEM0gV18KIYQQQkQACWVCCCGEEBFAQpkQQgghRASQUCaEEEIIEQEklAkhhBBCRAAJZUIIIUQXoVKpWLZsWZuse/ny5ahUKqqqqo56XS2t8+WXX27ynp0dhUyJIYQQQoSYx+thfcl6SutLSTYmMzJlJJo2vs3SggULqKqqajLMFBYWEh8f3ybbHz9+PIWFhVgslqNeV0vrPPvssznllFOOervhJqFMCCGECKGvD3zNvWvupbj+t9ucpRpT+ccx/2BqztSw1OR0OomKiiItLa3NtnGk9Xs8HlQqVZM3J/9VS+uMjo4mOjq6RctEIjl9KYQQQoTI1we+5vrl1zcKZAAl9SVcv/x6vj7wdbvUccIJJ7Bw4UKuvfZakpKSmDZtGtD4tKDT6WThwoWkp6djMBjIyclh8eLFiuvbvXs3KpWKnTt3Nmp/5JFH6NWrFxB4+vLXU4offvghAwcORK/Xk5+fT2FhIaeeeirR0dH06NGDpUuX0r17dx599NGG9f6+zry8PFQqFe+99x6TJ0/GaDQybNgwVq1a1fB8pdOXH330EWPGjMFgMJCUlMTpp5/e0Pfaa68xevRozGYzaWlpnHvuuZSUlLT0bQ45CWVCCCFECHi8Hu5dcy8+fAF9v7bdt+Y+PF5Pu9TzyiuvEBUVxYoVK3jmmWcC+h9//HE+/PBD3n77bXbt2sWSJUvo3r274rr69u3L6NGjWbJkSaP2JUuWcO655watob6+nvvuu48XXniBbdu2kZKSwvz58zl8+DDLly/n3Xff5bnnnmtWILr11lu54YYb2LhxI3379uWcc87B7XYrPveTTz7h9NNP55RTTmHDhg188803HHPMMQ39LpeLRYsWsWnTJpYtW0ZeXh4LFiw4Yg1tTU5fCtEKHq+PYqud0hoHHq+PZLOeFLMevU7uLSlEV7W+ZH3AEbLf8+GjqL6I9SXrGZM2ps3r6dOnD/fff3/Q/vz8fPr06cNxxx2HSqUiJyenyfXNmzePJ598kkWLFgH+o2fr1q3j9ddfD7qMy+XiqaeeYtiwYQDs3LmTr7/+mrVr1zJ69GgAXnjhBfr06XPE13PDDTdw6qmnAnDXXXcxaNAg9u7dS//+/QOee8899zB37lzuuuuuhrZfawD4y1/+0vD/PXv25PHHH2fMmDHU1tZiMpmOWEtbkSNlQrSQ0+1h9f5yTn38R2b9ewVnPL2SqQ9/z9I1+VTXO8NdnhAiTErrS0P6vKM1atSoJvsXLFjAxo0b6devH1dffTVffvllQ9/ll1+OyWRqeADMnTuXvLw8Vq9eDfiPko0cOVIxFP0qKiqKoUOHNvy8a9cutFotI0eObGjr3bt3swb1/3496enpAEGPsG3cuJEpU6YEXde6deuYOXMm2dnZmM1mJk2aBPiDajhJKBOihQ5W2ljw0hoq610NbQ63l7s+2s7mQ9VhrEwIEU7JxuSQPu9oxcTENNk/cuRIcnNzWbRoETabjTlz5nDWWWcBcPfdd7Nx48aGB/gH35944oksXboUgKVLlzJv3rwmtxEdHY1KpTr6FwPodLqG//91nV6vN+h2g6mrq2PatGnExsayZMkS1q5dy/vvvw/4x9mFk4QyIVrA5/Px3vqDuDyBY0YAHv5yN1VytEyILmlkykhSjamoUA4hKlSkGdMYmTJSsT8cYmNjOfvss3n++ed56623ePfdd6moqCAlJYXevXs3PH41b9483nrrLVatWsX+/fuZO3dui7bXr18/3G43GzZsaGjbu3cvlZWVIXtN4D+q9s033yj27dy5k/Lycu69916OP/54+vfvHxGD/EFCmRAt4vR42Xa4Jmh/Xnkddlf7DOIVQkQWjVrDP475B0BAMPv155uOuanN5ytrrocffpg33niDnTt3snv3bt555x3S0tKanIT1jDPOoKamhiuuuILJkyeTkZHRom3279+fqVOncumll7JmzRo2bNjApZdeGtIjagB33HEHb7zxBnfccQc7duxgy5Yt3HfffQBkZ2cTFRXFE088wf79+/nwww8bxsmFm4QyIVogSqNmWFbwiRH7pJowyGB/IbqsqTlTefiEh0kxpjRqTzWm8vAJD4dtnjIlZrOZ+++/n9GjRzNmzBjy8vL49NNPm5xHzGw2M3PmTDZt2nTEU5fBvPrqq6SmpjJx4kROP/10LrnkEsxmMwaDobUvJcAJJ5zAO++8w4cffsjw4cM58cQTWbNmDQDJycm8/PLLvPPOOwwcOJB7772XBx98MGTbPhoqn8+nfB6mk7JarVgsFqqrq4mNjQ13OaIDyiurY9qjP+BwB45leOvSsRzbMzEMVQkhQsFut5Obm0uPHj2OKiSEY0b/jurgwYNkZWXx9ddfNzk4P9I1te80N3vIlBhCtFBmXDRLLj6Wq9/YwOFqOwCxBi3/nDmIgekS9IUQ/lOZ7THtRUf07bffUltby5AhQygsLOTvf/873bt3Z+LEieEuLewklAnRQjqtmtHdE3j/rxMor3Pi8fpIMEWRataj1ciIACGEaIrL5eKWW25h//79mM1mxo8fz5IlSxpdXdlVSSgTopVSLQZSLaEbAyGEEF3BtGnTGm77JBqTr/VCCCGEEBFAQpkQQgjxB13sGjgRAqHYZySUCSGEEP+j0fivkAz3zO6i46mvrwc4qrFxMqZMCCGE+B+tVovRaKS0tBSdTtfknF1CgP8IWX19PSUlJcTFxTUE+9aQUCaEEEL8j0qlIj09ndzcXA4cOBDuckQHEhcXR1pa2lGtQ0KZEEII8TtRUVH06dNHTmGKZtPpdEd1hOxXEsqEEEKIP1Cr1SG97Y8QzSEny4UQQgghIoCEMiGEEEKICCChTAghhBAiAsiYMiFE2JXVOHB7vZgMWkx6uf+dEKJripgjZffeey8qlYprr722yee988479O/fH4PBwJAhQ/j000/bp0AhRMiV1Th4d91B5j6/mumP/ch1b21kR6EVu8sT7tKEEKLdRUQoW7t2Lc8++yxDhw5t8nkrV67knHPO4aKLLmLDhg3Mnj2b2bNns3Xr1naqVAgRKlX1ThZ/toO/vbOJvSW1VNW7+Gp7CTOf+Imth6rDXZ4QQrS7sIey2tpa5s2bx/PPP098fHyTz33ssceYPn06N954IwMGDGDRokWMHDmSJ598sp2qFUKESrHVzrvrDwW0u70+bv9gK+W1jjBUJYQQ4RP2UHbllVdy6qmnMnXq1CM+d9WqVQHPmzZtGqtWrQq6jMPhwGq1NnoIIcLv59yKoH07Cmuw2t3tWI0QQoRfWAf6v/nmm6xfv561a9c26/lFRUWkpqY2aktNTaWoqCjoMosXL+auu+46qjqFEKEXrQs++7VKBRpVOxYjhBARIGxHygoKCrjmmmtYsmRJm86afPPNN1NdXd3wKCgoaLNtCSGab0z3BNRBgtekPsnEx0S1b0FCCBFmYQtl69ato6SkhJEjR6LVatFqtXz//fc8/vjjaLVaPJ7Aq6/S0tIoLi5u1FZcXNzkDUD1ej2xsbGNHkKI8Esx6/m/2YMD2pNMUfxz5kDMBpkaQwjRtYTt9OWUKVPYsmVLo7YLL7yQ/v37c9NNNyne2HPcuHF88803jabN+Oqrrxg3blxblyuECDGjXsvMYRmMyI7njZ/zOVRtY3K/FCb3SyEzPjrc5QkhRLsLWygzm80MHtz4W3JMTAyJiYkN7fPnzyczM5PFixcDcM011zBp0iQeeughTj31VN58801++eUXnnvuuXavXwhx9MwGHQPSddx52iDcXh9R2rBfeySEEGET0Z+A+fn5FBYWNvw8fvx4li5dynPPPcewYcP473//y7JlywLCnRCiY1GrVRLIhBBdnsrn8/nCXUR7slqtWCwWqqurZXyZEEIIIdpcc7OHfDUVQgghhIgAEsqEEEIIISKAhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICCChTAghhBAiAkgoE0IIIYSIAGG796UQovkOlNext6SW3cU19Ekx0yfVRE5iTLjLEkIIEUISyoSIcLuKrMx/cQ3FVkdDW4pZz6t/OYb+6XKrMCGE6Czk9KUQEexQZT1XvbGhUSADKKlxsPCNDRysrA9TZUIIIUJNQpkQEayy3sXu4lrFvr0ltVTWOdu5IiGEEG1FQpkQEaze6W6y3+bytFMlQggh2pqEMiEiWGKMHq1apdinUatIiIlq54qEEEK0FQllQkSwxBgdc8dkKfbNGd2NxBh9O1ckhBCircjVl0JEsLgYPVec0IsEUxQvr8jDancTa9BywfjuzB2TTbwcKRNCiE5D5fP5fOEuoj1ZrVYsFgvV1dXExsp0AqJjcLg8FFbbsbk8GHQaMiwG9DpNuMsSQgjRDM3NHnKkTIgOQK/T0D1JJosVQojOTMaUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQACWVCCCGEEBFAQpkQQgghRASQUCaEEEIIEQEklAkhhBBCRAAJZUIIIYQQEUBusyS6vHqHmyKrHZfHS5RWTXZ8NBqN3FeypXw+H8VWB3aXhyitmmRzFDp5H4UQLeDz+SipL8HhcaDT6Eg2JKPVtF1UsTqsWJ1WAGKjYonVh/ee2BLKRJdWUFHP66sPsOTnfGodblLMehae2Jsp/VPIjDeGu7wOo7LOyTc7inngy10UWx2Y9FouGJfDBeO7kxJrCHd5QogOoNJeyfKC5Tyx4QlKbaXE6GKYN2Aec/vNJdmYHNJtebwe9lfvZ/GaxawtWgvAsWnH8o9j/0FPS0/UqvCcSFT5fD5fWLYcJs29U7vo/A5X2Vj00XY+21YU0HfT9H5cMK47Rr18bzkSt8fL6z8f4M4Ptwf0zRicxuIzhhBnjApDZUKIjsLtcfPGrje4f+39AX3Tu0/ntrG3YdFbQra9AmsBZ310FvXu+kbtMboY3pn5DlnmrJBtC5qfPWRMmeiyqm0uxUAG8NR3+yiy2tu5oo6p2Org4S93K/Z9trWIslpnO1ckhOhoSmwlPLXxKcW+z/M+p9xeHrJtuTwu3t79dkAgA6hz1fHu7ndxe9wh215LSCgTXda+0tqgfTUON9U2VztW03HV2F1Y7cE/wPY38T4LIQRAjbOGWlfwz4oCa0HItlXrqmXl4ZVB+1ceXtlkLW1JQpnoshJimj6lZtDJIPXm0Gub/hiJM+raqRIhREdl0DY99jSUA/B1ah0J+oSg/YnRiURpwjPkQkKZ6LLSLdEkBglmx/RIwBItYaI5EkxRjO+VqNgXb9TRTS6YEEIcQZw+jtGpoxX7EgwJpMekh2xbpigTFw65MGj/gkELMOrC87kloUx0Wd0sBp49fxTmPwzm7xYfzb9OH0JGXHSYKutYLNFR3HvmULISGr9fJr2Wly88hjS5+lIIcQQWvYW7J9xNpimzUbtJZ+LfU/5NijElpNsbkDCA8wecH9C+YNAC+sb3Dem2WkKuvhRdmsvloaDKxuaD1eSW1TG0m4VeySa6J8WEu7QOp6jaxr7SOjYfrCInMYah3SykW6LRqFXhLk0I0UEU1xWTW53LtvJt5MTmMDBxIGkxaW0yRYXVYaXUVsqqw6tQqVSMTR9LcnRym8xV1tzsIaFMCCGEEKINyZQYQgghhBAdiIQyIYQQQogIIKFMCCGEECICSCgTQgghhIgAEsqEEEIIISKAhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICCChTIj/8Xrb745jrd1We9YohBCifWnDXYAQ4WR3eThcZeODjYfZVVzDuJ6JnNg/hW7x0ahUob+RdmG1jY0FVXy86TDxMVHMHZNNVoIRS7Qu6DJuj5dDVTY+21LEhoIqhnezcMrQdDIs0ei08r1KCCE6C7khueiyXG4vP+0r4+JXfsHzuyNQsQYtb102jgHpod0/DlfZOO+Fn9lfVteo/bqpfVgwoTuW6KiAZXw+Hxvyqzj3hdXYXd6Gdr1WzdKLj2VkTnybhEchhBChIzckF+IISmrsLFyyvlEgA7Da3Vz/9kbKax0h25bT7eH5H/cHBDKAR77eQ1G1XXG5Yqudvy5Z3yiQATjcXv66dD3F1tDVKIQQIrwklIkuq6DCRp3To9i3o7CGynpnyLZVXufkrbUFQfs/2nQ46HJF1mCBzRHS4CiEECK8JJSJLsvmUg5kv3J5Qndm3+fzj18LpsbuVmx3H6EGl9fbZL8QQoiOQ0KZ6LJ6JMWgDjIcK9mkJ94YfPB9S5kNWib1TQ7aP2NwumJ7oimKaJ1Gsc+gU5Nk0oekPiGEEOEnoUx0WUmmKC6d2FOx787TBpFiNoRsW2aDjn/M6I9e4WrJMTnx9EyJUVwuxazn5hn9Ffv+Pr0/yRLKhBCi05CrL0WXVl7nYNW+ch77eg+HqmwMzIjl79P6MSA9FrMhdEfKwH+1Z155HY98vZsfdpdhNmhZML47s0dkkhobPABW1TvZWFDFg1/uYn9pHT2SYrjh5H6MyI4jzhh4xaYQQojI0tzsIaFMCKCsxoHL6yVap2nzoFPncGO1u9CoVCSZ9KiDnUP9g4o6Jw63B71WTUKMHCETQoiOornZQyaPFQJIMrdfyInRa4nRt/xXLyFGjooJIURnJmPKhBBCCCEigIQyIYQQQogIIKFMCCGEECICSCgTQgghhIgAEsqEEEIIISKAhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICCC3WepiPF4fxVY7lfVONCoVCTFRpDRxM+yOxOH2UGJ1UG1zYdD57w8ptyYSQkSy0vpSKh2VeL1e4gxxJEcno1Frwl2WCBMJZV1IrcPN97tKuG3ZVirrXQBkJUTz2NkjGNrNglbTcQ+cltc6eH31AZ5avg+H2wvAsG4WHps7gu5JMWGuTgghGnN73Wwv385NP9zEwdqDAMTp47j12Fs5rttxmHSmMFcowqHj/hUWLba7qIYrl25oCGQABRU2znl+NQcrbWGs7Oh4vD4+2nyYR77e0xDIADYdrGbeCz9TWN1xX5sQonM6XHuYi764qCGQAVQ5qrjxhxvZW7k3jJWJcJJQ1kVYbS4e+Xq3Yp/D7eX9DYfwen3tXFVolNTYefwb5Q+xQ1U29pfWtXNFQggRnM/n45P9n2D32BX7/73x31gd1nauSkQCCWVdhM3lYWdRTdD+DfmVODyedqwodOwuLxV1zqD9Owrlw00IETmcHiebSjcF7d9TuQebW47wd0USyroIvVZNVrwxaH/fNDNRmo45uFSvVWPWBx8e2UPGlAkhIohOo6NPfJ+g/d3M3TBoOscFWKJlJJR1EXHGKK6bqvwhoFGrmDsmC41a1c5VhUayWc+FE7or9sUbdfRPj23fgoQQoglqlZrT+5yORqX8RfiKYVdgMVjauSoRCSSUdSFDulm47dQBRP3uKkuzXsvz80fTrYmjaJFOp1Fz3rgczhqZiep3uTLDYmDpJWPJsMg3TiFEZMmMyeSJE5/ArDM3tOnUOv426m8MThocxspEOKl8Pl/HHN3dSlarFYvFQnV1NbGxXe8Iis3ppqzWyaEqGzqNirRYA6mxhg49HcavrDYX5XVOCqtsmA1aks0G0iSQCSEilNvrprS+lOL6YlxeF+kx6SRFJ2HQyudWZ9Pc7CGhTAghhBCiDTU3e3T8wyNCCCGEEJ2AhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICCChTAghhBAiAkgoE0IIIYSIABLKhBBCCCEigIQyIYQQQogIoA13AUKEUr3DTUW9E71WTbK5+fePq6hzUO/0EGvQERuta/ZylXVOvD4fccYoNGrVkRcIg+p6Jy6vD0u0Fp1GE+5yhBBCBBHWUPb000/z9NNPk5eXB8CgQYP45z//yYwZMxSf//LLL3PhhRc2atPr9djt9rYuVUQ4h8tNfoWN//yUy9q8SpJMUfzluB4MzbSQHhcddLmSGjt7imt59vt9HKqyMTA9lssm9aJ7ohGTIXg4K7ba+XFPGa+szMPh9jBzaAZnjMwkM97YFi+vVUprHPySV8HzP+7HancztX8K547NISs+GpUqMgOkEEJ0ZWENZd26dePee++lT58++Hw+XnnlFWbNmsWGDRsYNGiQ4jKxsbHs2rWr4Wf54yIAdhbVcvZzq7C7vADsK4WfcyuYd2w210zpQ0ps4FGzqnonyzYc4l+f7mxo21dax6dbi/jPBaM5oV+K4rZKrHaufmMDP+dWNLQ99NVulvycz3+vGEe3CAhm5bUO7v5oGx9tLmxo21tSy9K1+Sz76wR6JpvCWJ0QQgglYR1TNnPmTE455RT69OlD3759ueeeezCZTKxevTroMiqVirS0tIZHampqO1YsIlFRtY27PtrWEMh+b8nP+ZTVOhSXK69z8sAXuwLaPV4fty3bSn5FveJy2wqtjQJZQx1WO6+tOoDL42nhKwi9gsr6RoHsV1abmwe/3EWdwx2GqoQQQjQlYgb6ezwe3nzzTerq6hg3blzQ59XW1pKTk0NWVhazZs1i27ZtTa7X4XBgtVobPUTnUmN3sz6/Kmj/ir3liu37S2txeXyKfQcrbVTXOwPaXR4vb67JD7qt9zccoqLO1XTB7eDTLUVB+77YVky1Lfw1CiGEaCzsoWzLli2YTCb0ej2XX34577//PgMHDlR8br9+/XjxxRf54IMPeP311/F6vYwfP56DBw8GXf/ixYuxWCwNj6ysrLZ6KSJcjnAGWx1kL1cf4dS30qlx1RGWU6tURyqnXWiarLEdCxFCCNFsYQ9l/fr1Y+PGjfz8889cccUVXHDBBWzfvl3xuePGjWP+/PkMHz6cSZMm8d5775GcnMyzzz4bdP0333wz1dXVDY+CgoK2eikiTCwGHcf2SAjaf1zvJMX2Hkkx6LXKvwLdE41YogOHXGo1auYdmxN0W3NGdyMhJuoIFbe9U4emB+3709AM4ozNv8JUCCFE+wh7KIuKiqJ3796MGjWKxYsXM2zYMB577LFmLavT6RgxYgR79+4N+hy9Xk9sbGyjh+hcUmIN/HPmQMz6wBB1xaSeQUNSilnPP/8UeFQ2SqNm8RlDyUqIUVyuX5qJKf0DLwLITjBy9phstJqw/1qREWdg7pjAo8JJpiiundoHY5TMhiOEEJEm4j6ZvV4vDofywOw/8ng8bNmyhVNOOaWNqxKRrl+KmQ8WTuDtXwr4eX8FSaYoFozvTq8UU9D5ykwGHdMGpTIgI5YXf8rlYKWNwZmxzB/bnayE4NNoJJsN3HvmEDYWVPPSilwcbi+nj8jkxP4pZDQx/UZ7SojRc+O0fpw6NJ0XfsrFWu9i2qA0/jQsPSKuDhVCCBFI5fP5lEc6t4Obb76ZGTNmkJ2dTU1NDUuXLuW+++7jiy++4KSTTmL+/PlkZmayePFiAO6++27Gjh1L7969qaqq4oEHHmDZsmWsW7cu6Di0P7JarVgsFqqrq+WoWSfkdHmosrnQa9VYjM0/jVhrd1HncBNr1BGta/53lVqHC6+XFk04297qnW5cHh9mvRa1DCgTQoh219zsEdYjZSUlJcyfP5/CwkIsFgtDhw5tCGQA+fn5qH83SruyspJLLrmEoqIi4uPjGTVqFCtXrmx2IBOdX5ROQ4qu5bPWmwy6JieLDbqcPnLD2K/kVKUQQnQMYT1SFg5ypEwIIYQQ7am52SP8I5KFEEIIIYSEMiGEEEKISCChTAghhBAiAkgoE0IIIYSIABLKhBBCCCEigIQyIYQQQogIcFQTGJWUlFBSUoLX623UPnTo0KMqSgghhBCiq2lVKFu3bh0XXHABO3bs4NdpzlQqFT6fD5VKhcfjCWmRQgghhBCdXatC2V/+8hf69u3Lf/7zH1JTU1Gp5NYtQgghhBBHo1WhbP/+/bz77rv07t071PWINlZrd1FW62RPSQ1RWjU9k0ykmPXoW3FroiPxer3kV9g4WFlPWa2T3ikmEmOiSG+jm3YXVdsor3Oyp7iWRFMUWfFGusVFo9U2PXSyqNrO4SobxVY7OYlGUmINJJn0TS7jdHsoqXGwr7QWh8tL31QzSaaoVt2qqTkOVtZTVG0nv6Ke7AQjabEGuiXIjcVbrL4CaouhbA/EJEFcNpgzQB364bVOj5PS+lLyrHk4PU56xfUiwZCAKcrU5HJWh5UKewV7q/ZijjKTZc4ixZiCVi23yxKis2vVb/mUKVPYtGmThLIOpqLOycsrcnnyu714/3dzLb1WzUN/HsaJ/VMw6kP3oe92e9lyuJqLX/mF8jpnQ/vEvkn86/QhdIsPbaA4WFnPPz/Yyrc7SxvaEmKieO78UQzrFocuSDDbW1LLBS+u4VCVraFtRHYc/z53JBlBwmO90833u0q59q2NONz+8ZRqFVwxqRcXHd+DhJimA11L7S+t5bLX1rGnpLahrVeyiefmj6JXctN/4MXv1BTBR9fA7s9/azMmwnnvQtqwkAazenc9Px38iVt+ugWHxwGAWqXmL4P/wgUDLyDOEKe4XLmtnMfXP857e99raIvRxfDY5McYkTKCKE1UyGoUQkSeVt37sqysjAsuuIBjjjmGwYMHo9M1Pjpw2mmnhazAUOvK9778ZkcxF73yS0C7SgWfX3M8/dJC937kltUy698rsNrcAX3nj83m5hkDQhYC6x0uHvhiNy+tzAvoM+u1fHjVBHokBYaXYqudM59eycFKW0DftEGpPPjnYZgVjnztKa7h5Ed/QOk359nzRzFtUFqrXoeSwiobl7++jk0HqwP6hmRaePb8UUHDo/gdtwO+WQSrngjsM1jg8hUQlxWyze2t2ssZH5yBj8Cd5LHJj3Fi9okB7T6fjzd2vsHiNYsD+nRqHctmLSM7NjtkNQoh2k9zs0er/iquWrWKFStW8NlnnwX0yUD/yFRZ5+Txb/Yo9vl8sHRNAf88dQAaTWiOFuwsrFEMZADvrDvIhRN60DNER3mKrU7e+qVAsa/G4WbrIatiKCustikGMoAvtxdTXusMCGVer4831+YrBjKAx7/Zw5juCSTEhOaIRmW9UzGQAWw5VE1lvVNCWXPUlsAv/1Hus1dD0ZaQhTKvz8u7u99VDGQAz256lhEpI4g3xDdqL7WV8sKWFxSXcXld/HToJ86NPTckNQohIlOr/gJfddVVnHfeeRQWFuL1ehs9JJBFJqfby+Fqe9D+3NJanH+Y2uRo5FfUB+2zu7wNp/1CwenxUO8Mvt8dKK9TbC+rdSq2gz+oKq3T7fWxvzT4aztcZcPpDt3vQK1DOdg29Nub7hf/43GAK/i/G5W5IduUy+PigPVA0P6i+iJcXldAu9fnpdRWqrCE3/7q/SGpTwgRuVoVysrLy7nuuutITU0NdT2ijRj1GoZkWoL2H9szEYM2dIP9B2UE31ZiTBTRIbywwKDTkGwOPo4r2OvOig9+hEmvVWM2BB5IjtKqGdcrIehygzMtxIRwbF68MYpgFzerVBAfoiNynZ7WCKaU4P3pw0O2Kb1Wz5i0MUH7ByQMIFobuO9FqaPoE9cn6HKjU0eHpD4hRORqVSg744wz+O6770Jdi2hDZoOO66b2VfwDHxOlYeaw9JBObZKTaAw6CH3hib3pFsJTblnx0Vw1Wfmikx5JMfRIjlHsSzbrGddTOWBddFwPUmKVg970wemYFYKXSgU3ntxPcRxaayXERDFzaIZi36mD00kwts3Vnp2OOQ0m36rcl9gbEnuGdHMn5ZxEjC5wv1OhYuGIhZijzAF9CdEJXDfqOuUSDYkMSx4W0hqFEJGnVQP977nnHh599FFOPfVUhgwZEjDQ/+qrrw5ZgaHWlQf61zvdrM2t4Ob3tjScyhyQbubBPw+jf1osGnVo55vLK6vjjg+28sPeMnw+iDVoueKE3swenhHyaTEKq2x8tPkwT363t2Es23G9k1g0axA9mhi7VlRt455Pd/LplkI8Xh/ROg0XHdeDC8Z3D3r0zev1sau4hr+9vYnthVYAMiwG7jl9CMf2SAjpVazgv7L039/t5d11h3B6vERp1Jw+IpOrpvQO+VWsnVpdOWx5B5b/yz+OTKWCnlPgTw9DfE5IN+X1edlduZtbf7qV3ZW7AUiLSeOfY//JqLRRGLXK/25Wh5UfDv3Ag2sfpNxeDsDw5OEsmrCI7pbuIa1RCNF+mps9WhXKevToEXyFKhX790fu2IeuHMp+VWy1U1XvRKNWE2/UkXiEObmORmmNnap6FzanB7NBR3qcAUMbzIkG4HB5OFxto8bmxhClId6oI9lsOOJydQ43ZbUO6p0ezHotKbEGoo4wtxlAea2DynoXHq+XOGMUqbFH3lZrWW0uSmsc1DrcmPRaks16YqPlKFmLedxQUwgOK2gNYEyC6OCn2o9Whb2CKnsVHp8Hi95CirGJU6j/4/V5Kakvweq0EqWOIk4fF3QKDSFEx9Cmoawjk1AmhBBCiPbU3OzR4jFlVqs14Abk4J+93Wq1tnR1QgghhBCCFoay999/n9GjR2O3B06tYLPZGDNmDB999FHIihNCCCGE6CpaFMqefvpp/v73v2M0Bg5SjYmJ4aabbuLJJ58MWXFCCCGEEF1Fi0LZ1q1bOeGEE4L2T5w4kS1bthxtTUIIIYQQXU6LQlllZSVud/AZxF0uF5WVlUddlBBCCCFEV9OiUNa9e3d++SXwhta/+uWXX8jJCe18P0IIIYQQXUGLQtkZZ5zBrbfeSnFxcUBfUVERt912G2eeeWbIihNCCCGE6CpaNE9ZTU0N48aNIz8/n/POO49+/foBsHPnTpYsWUJWVharV6/GbA68hUikkHnKhBBCCNGemps9WnQ/GLPZzIoVK7j55pt56623GsaPxcXFcd5553HPPfdEdCATQgghhIhUrZ7R3+fzUVZWhs/nIzk5OaQ3s25LcqRMCCGEEO2pTY6U/Z5KpSI5Obm1iwvRJirrndicHtQqSDYbmnWTdZ/PR2mNA7fXR5RWTVIb3gtUiOaw1pVS77GhQkVCdDI6XdvdV7W9FdYW4va6UalUZMRkoFa3+MYyQnRarQplxcXF3HDDDXzzzTeUlJTwx4NtHo8nJMUJ0Vz1DjfbC63c8+kONuRXEW/UcdFxPfjz6KwmbxReVuvg861FPPntXoqsdvqmmvjHjP6MyonHEh3Vjq9ACHA669hXvY+H1j3CmuJ1xOhimNNrNucOnEequVu4yzsqpfWlbC7bzL83/Js9VXtINaYyf+B8Tso5iXRTerjLEyIitOr05YwZM8jPz2fhwoWkp6cHnLqcNWtWyAoMNTl92Tmt3FvGvP/8zB/35kl9k3l4zjASFY5+We0u7v98J6+vzg/oe/DPwzh9RGazjrQJESo7Sjdz7mcX4PY1ng9yQHw//n3CoyTHdsxg5nK7+HD/h9y56s6Avtm9Z3PNiGtIMia1f2FCtJM2PX35008/8eOPPzJ8+PDW1idEyJTVOLj9g20BgQzg+92lHK6yKYay8lonS34ODGQA93yynfG9EsmIiw51uUIostaV8uC6RwICGcCOyl3sq97XYUNZYX0hj65/VLHvg70fsGDQAgllQtDCecp+lZWVFXDKUohwqXG42VdaG7R/bZ7yXSZyy2oVgxxAZb2LapsrFOUJ0Sz17nrWFq8L2v9twfftWE1oVTurqXJUKfb58LG3am/7FiREhGpVKHv00Uf5xz/+QV5eXojLEaLltGpVk6cZLUadYnuMvukDxTqNDEAW7UelUmHUGYP2J+g77nCLKHXT4zPNOplKSQhowenL+Pj4RmPH6urq6NWrF0ajEZ2u8R+9ioqK0FUoxBEkxEQxY3AaH28uDOjTqFWMzolXXK5bvJFYgxarPfB00dBuFhJilMOcEG0hITqFOb1m89LOJYr9J3Wf3s4VhY5Fb2Fw0mC2lm0N6DPpTHTr4BcxCBEqzQ5ljz76aBuWIUTrxei13DS9P5sPVpNfUd/QrlbBY3OHkxLk6stUs57n5o/mghfX4HB7G9oTY6J4eM4wEmJkagzRfnQ6A+cOmMeqorXsrNrdqO/mkdeTEt1xx1ylxaRx1/i7uPTLSym3lze069Q6Hpr0ECnGlDBWJ0TkaPXksR2VXH3ZeRVW29h6yMr3u0rIjDcybVAqaRYDxqjg3z2cHg+FVXa+21XK3uIaxvRIYHROPJnxwU8jCdGWSqwF7Kvax7cHlxOvj2Na9+mkRCdh7gQD4fOt+awvXs/G0o1km7M5IfsE0o3pROvkghrRuTU3e7QqlGk0GgoLC0lJafztpry8nJSUlIiep0xCmRBCCCHaU3OzR6tGMgfLcQ6Hg6gomXBTCCGEEKKlWjRP2eOPPw74rxJ64YUXMJlMDX0ej4cffviB/v37h7ZCIYQQQoguoEWh7JFHHgH8R8qeeeYZNBpNQ19UVBTdu3fnmWeeCW2FQgghhBBdQItCWW5uLgCTJ0/mvffeIz5eeaoBIYQQQgjRMq26zdJ3330X6jqEEEIIIbq0Zoey66+/vtkrffjhh1tVjBBCCCFEV9XsULZhw4ZGP69fvx63202/fv0A2L17NxqNhlGjRoW2QiGEEEKILqDZoez3pywffvhhzGYzr7zySsO4ssrKSi688EKOP/740FcphBBCCNHJtWry2MzMTL788ksGDRrUqH3r1q2cfPLJHD58OGQFhppMHiuEEEKI9tSmk8darVZKS0sD2ktLS6mpqWnNKoUQQgghurRWhbLTTz+dCy+8kPfee4+DBw9y8OBB3n33XS666CLOOOOMUNcohBBCCNHptWpKjGeeeYYbbriBc889F5fL5V+RVstFF13EAw88ENICOzufz8ehKhvrDlSy5WA1gzJjGdM9gQxLNGq1KuTbK691kF9Rz5fbijHo1EwfnE6aRY8luunbY+WV1bH5YBXrDlTSPSmGiX2SybAYiNa3ahdqE0XVdnYVWflpbxkZcdFM7pdCmsWAQac58sKiY6mvgOoC2PEx+HwwcCZYssCYEO7KwsLn9VJYk8/6onXsqNzJgPj+jEwbRbo5G5U6+HfvOmcdJbYSlhcsp8JewcRuE+ke251kY3L7FX8EDreD4vpifjz0I4V1hYxNG0vf+L6kxKQ0uVyVvYrCukK+PvA1AFNzppJuSidOH9f0Bq2HoXgb7P8eLN2g78lgzgCdIUSv6Hebclgpri/mm/xvsLvtTM6eTJY5iwRD19yPRSvHlP2qrq6Offv2AdCrVy9iYmJCVlhbibQxZTsKrZz93CqsNndDm1mv5c3LxjIowxLSbZXU2Ln53S18s7OkUfvCyb25+PgexBmVg9me4hrO+8/PFFsdDW16rZr/XDCaMd3j0evCH8wOVdo4/z8/s7+srqFNo1bx1LyRTOqbLMGsM6krg6/vgg2vNm4ffh6cdCfERE6gaC87S7fwl68uo8b12/ARs87MSyc9R7/kwYrL1Dnr+CzvM+5adVej9iFJQ3j0hEePGHrag8PjYOWhlVy3/Do8Pk9De05sDs+d9BwZpgzF5cpt5Ty+/nHe2/teo/Yzep/BNaOuCR56qvLh1VlQsf+3NrUG5rwOvU4MaTCrdlTz2vbXeHbzs43aJ2ZO5K7xd5FkTArZtkT4temYsl/FxMQwdOhQhg4d2iECWaQpqbFz+evrGgUygBqHm8teW0ex1R7S7X23syQgkAE8+d1ecn8XZn6v2Grj5ve2NApkAA63l78uWU9htUNxufZU73Bz/xc7GwUyAI/Xx5VL1lMS4vdRhNnhDYGBDGDj63BoQ2B7J1dqPch1P/y9USADqHHVcO0PN1JqLVBcrsRWEhDIALaUbeGNXW/g9rgVlmpfpfWlXP/99Y0CGcAB6wEeW/8Y9a56xeW2lW8LCGQA7+19j21l25Q35qyDr+5oHMgAvB54Zz7UFrXqNQSTX5MfEMgAfjj0A8sPLg/ptkTH0exQdsYZZ2C1Whv+v6mHaJ7yWicHypU/VA5W2iivDV3gKat18MKPuUH7X111ALfHG9BeVe/ilwOVistY7W7yypXDXHsqr3PyyeZCxT6318e6/Kr2LUi0HUcNrHwieP/Kx8Fubb96IkCFo5KDtQcV+w7WHqTCUaXY91XeV0HX+ebONym3l4eivKOyqXQTbq9yOPwy70sq7YGfTbXOWl7e9nLQdb6y7RVqnbWBHXVlsOMD5YU8Ljj4S3NKbha3180bO94I2v/q9lcpt4X//Rftr9nnnSwWCyqVquH/xdFzugND0O/Zj9DfEh6vj2qbK2h/RZ0Tt9eLVtM4pzuOUIO1iXW2F7fXh9sb/Cx8RZ2zHasRbcrjBHtV8H57lf8PaBfi8DT95c3pUd7/y+xlQZepddXi9YXu86e1lELXr9w+Ny5v4L+12+umxhl8FoBqZ7Vy0PO6/EfFgqkPXUjyeD1UBQnL4B9r5mmqFtFpNTuUvfTSS4r/L1ovISYKvVatGHx0GhVJJn3IthVr0DKxbzL/Xaf8jXrGkDQMCmPDYg064o06KuuV/9D1TTOHrMbWMum19EiKCXoKdkz3+HauSLQZvQX6TofCTcr9fWeAoWt9aUwwJKJT6xQDik6tIz7I+KkTup3AGzuVj9aMSh2FUWcMaZ2tMSJlRNC+nNgcTFGmgHZTlIlJ3Saxs2Kn4nKTsyZjjlL43IoyQ0LPwNOXv8o6tlk1N4deq2dqzlR+PPSjYv+EzAmY9eH/bBXtr0VjyiZNmsTdd9/Njz/+2HDVpWi9ZLOeKyf3Vuy7bGIvkk1NXxHZEtFRWq6Y1AuDLvCfPN1iYGIf5cHRmXHR3HByP8W+04alkxATuhpbK9ms567TBin2je+VQEZcdDtXJNqMRgvDz4VohaAdHQ8j5vmf04UkGRK4eMD5in0XDzifpCChrHd8b/rG9Q1o16g03DD6Biz68IfbdFM6Y9PHKvb9Y8w/SIoOHAyvVWuZ3Xs2sVGBg6ktegun9ToNjVrhwh9zKsy4X7mQnif4r8QMoXHp40iLSQtoN2gMXDzkYqK18rnVFbXo6ssFCxbw/fffc+DAAaKjoxk3bhyTJ0/mxBNP5JhjjkGjifwr3CLt6suKOgff7izhka/2cKjKRrrFwLVT+zB1QCqJITxSBuD2eNlXWsfiT3fw/Z5SdGo1pw3P4OopfchOCP6tuNhqZ21eBQ9/uZv9ZXUkxkRx4YTunD6iG5nxkfHBUedws/lgFYs+3sH2QiuxBi3zx3Xn/HE5pMaG/lJ2EUY+H1Tsg28Wwc6P/G39/gRTbofE3qAK/VQyka6ytpDvD/7Av7e+QFFdEWkxafx10EWckHUC8abAP/y/Kqor4uVtL/PenvewuW0MTx7O34/5O33i+mDQRsbvTUl9CW/vepulO5ZS46qhX3w/bhxzI4MTBxMTpXyBmc/n44D1AI+vf5xvC74FYEr2FK4acRU5sTkNQ3ECOGrh8Dr44lYo2uI/6nrs5TD6QjCnh/y1Haw5yDObnuHT3E9xe92MzxjP30b/jR6WHmjVXevLRWfX3OzRqikx8vLy+Pbbb/n+++9Zvnw5BQUFmEwmJkyYwIknnsiNN954VMW3pUgLZb8qttpxebzoNGpSzPrgHxohYLW5qLG7UKlUxMfoiG7mlBYHK+pxerxo1Cq6xUWj0RzVxbttorzWgc3lQaNWkWzSB4yRE52Io9Y/hszn8x8l0weeyupqSq0FuLxutGotKbFZzVrG6XFSYa/A6/Ni1BqJM8S1bZGt4Pa6KbeV4/F5MGgNzZ7Hq85Vh9Xhv/AjVh9LjK6ZswTUlYLL5p8OIya1TY++2t12Kh2V+Hw+zDqznLbspNo0lP3R/v37efHFF3niiSeora3F44ncAYqRGsqEEEII0Tk1N3u0Ov4fOHCA5cuXNzxKSkoYO3YskyZNau0qhRBCCCG6rBaFsldffbUhhJWVlTF+/HgmTZrEJZdcwpgxY9DpdG1VpxBCCCFEp9aiULZgwQKys7P5xz/+wUUXXSQhTAghhBAiRFo0Cvqpp55i7Nix3HXXXaSkpDBz5kweeughfvnlF0IwNE0IIYQQostq9UD/7du3N1x9uXz5chwOBxMmTGDy5MnccMMNoa4zZGSgvxBCCCHaU7tefXn48GGeeuopufpSCCGEEOIP2vTqy5KSEr777ruGo2S7d+9Gp9MxduxYJk+e3OqihRBCCCG6qhaFsr/+9a8sX76cXbt2odVqOeaYYzjrrLOYPHky48ePx2CIjBmghRBCCCE6mhaFsg0bNjB79mwmT57MhAkTMBrDf8NaIYQQQojOoEWhbNWqVW1VhxBCCCFEl9bsUPbhhx82e6WnnXZaq4oR7aPEaqfa5kKjVhFnjCIhJqrNtlVrd1Ne58Dh8mIyaEk165t1z8yCinqsdhcAZr2W7MRm3rNOiC7K4XZQZiuj3l2PUWskKToJvVYf7rIacTnrKK0vod5Vh0FrIFGfQLSxefexbI3CmoNUO2sAsESZSTd3a7NtCREKzQ5ls2fPbtbzVCpVRF992ZXZXB42HKjkH+9tIb+iHoCh3Szcf9ZQ+qaYUatDexP0Q5X1LPp4B19uL8LrgzijjhtO7sepQ9KJDxIEa20udhTXcNv7W9lV7P8w7ZNi4v9mD2ZQRiwmg0xYLMQfldaX8tK2l3h719s4PA70Gj1z+s3hwkEXkmxMDnd5AJRbD/Lu3vd5cecS6lx1aFVa/tR9GguHX0lqM2+e3lw2Rw07Knez6Of/Y2/VXgB6x/Xm9rG3MShuAHq9DL0RkSkkU2J0JF15Soxth6uZ+cRPeP/wL27Wa/nkmuPJTgjdB1WJ1c75L/7MrqLagL77zhzCn0dlKYbAXUU1nPbkTzjc3kbteq2aDxZOoH9a1/o3E+JIap213Lf2PpbtXRbQN7v3bG4acxOmKFP7F/Y7TnsN/9n2H57a+p+AvrGpY7h//N3Ex4buKNaeyj3M/XguTq+zUXuUOoq3/vQmveP7hGxbQjRHc7NHi2b0Fx1XrcPFo1/vDghkADUON59tKQzpXRnyK+oVAxnAg1/uprjGHtBeZ3Py6qrcgEAG4HB7eemnXGpsrpDVKERnUGGv4MN9ysNLPtz3IRX2inauKFCprZSXdi5V7FtdvJZypzVk26p31LB0x9KAQAbg9DpZsnMp9Y6akG1PiFBq1TxlAHV1dXz//ffk5+fjdDbe+a+++uqjLkyEVp3Dw8aC6qD9K/eVM398DtG6Vu8SjWw7HPxDtrTGgc0ZeIq70u5ussZNB6uprHdijpZTmEL8qspRhdcX+EUGwOvzUuWoIpvsdq6qsVpXDTa3LWh/gTWP3kkDQ7Itq6OaLWVbgvZvLduK1WnFqDeHZHtChFKr/gJv2LCBU045hfr6eurq6khISKCsrAyj0UhKSoqEsggUpVGTFmugtMah2J8VH02UOnQHTjPjo4P26bVqorSB24rWaUi3GIIGurRYA8ao0IRGIToLo7bpYQdH6m8P0VojKlT4UD4anxCdFLpt6aJJMaawq3KXYn9KdArR2uCfT0KEU6v+Cl933XXMnDmTyspKoqOjWb16NQcOHGDUqFE8+OCDoa5RhEB8TBQLT+wdtP+8sTnNuiqyufqnmTHrlQPUnNFZJJkCrwpLNOn5y3E9gq7zouN7kGSOrKvJhAi3BEMC/RP6K/YNSBhAgqHtrm5srvgoM5Myj1PsSzWmkmZMCdm2LNGJzB84P2j//IHnY4kO/3sihJJW/RXeuHEjf/vb31Cr1Wg0GhwOB1lZWdx///3ccsstoa5RhMiYnAQum9gT1e/G1+s0Kh6eM4ysEA7yB0i3RPPaxcdi+cOpxgm9E1k4uTcGnUZxuR6JMfx9Wj80v7sIQK2C60/qS88kmRZDiD9KiE7goUkPkW1ufIoy25zNQ5MeIiECAojZlMYtY25iYPyARu3J0ck8M/lxUi3dQ7q9nrE5XDX8KjSq3z5nNCoNV4+4ip6xOSHdlhCh1KqrL5OTk1m5ciV9+vShb9++PPHEE0ybNo2dO3cyatQo6urq2qLWkOjKV18C1NhclNU52XaomiitmgHpsSSb9UFD0tHwen0UWe3kltVRVuugT6qZVLOeRIWjZL9XUmPHanOx9ZAVr8/HkG4WLAYtKbFyykGIYErqSyisLaSgtoAsUxbppnRSQngEKhTKrfkU2crJrdpLWkwGWaZMUuO6t8m2qupKqXBZ2V6+HYCBiQNJ0MUSFxMZU4SIrqW52aNVoezkk09mwYIFnHvuuVxyySVs3ryZq6++mtdee43Kykp+/vnnoyq+LXX1UCaEEEKI9tWmU2L861//Ij09HYB77rmH+Ph4rrjiCkpLS3nuuedaV7EQQgghRBcmk8cKIYQQQrSh5maPo5pfoKSkhF27/Jcd9+/fn+RkOVcvhBBCCNEarTp9WVNTw/nnn09mZiaTJk1i0qRJZGRkcN5551FdHXzyTyGEEEIIoaxVoeziiy/m559/5uOPP6aqqoqqqio+/vhjfvnlFy677LJQ1yiEEEII0em1akxZTEwMX3zxBccd13gywB9//JHp06fLlBhCCCGEEP/TpldfJiYmYrFYAtotFgvx8fGtWaUQQgghRJfWqlB22223cf3111NUVNTQVlRUxI033sjtt98esuKEEEIIIbqKVp2+HDFiBHv37sXhcJCd7b+1R35+Pnq9nj59+jR67vr160NTaYjI6UshhBBCtKc2nRJj9uzZra1LCCGEEEIokMljQ8zn81HndKNVq1t0P0mXx4vd5cGg06DTtOqscsSqd7ixuTzERevQtOC12ZwefPgwRjX/u4PX66Pe6SFKqyZK27neRzwucNlAFw0a3ZGff7TqK0CtBUMLfk88HnDXg0YP2qi2q+1/bPYqAKINcc1exuvzUu+qJ0oTRZSm+TW6XDYcbhvROjMabTu8/+2o2lGNy+MiXh+PRtOC++A66kCt9u+TzeRxu7C5atBro9G1YDmnx4nT48SoM6JWRebvtsvrwuF2EK2NRqNu/vtod9vx+rwYdcY2rC486l31qFVqDFpDs5fxeD3Y3Db0Wj06def4XWvzyWOrqqr473//y759+7jxxhtJSEhg/fr1pKamkpmZ2ax1PP300zz99NPk5eUBMGjQIP75z38yY8aMoMu888473H777eTl5dGnTx/uu+8+TjnllNa+jJA6VGnjm53FfLqlELNBy18m9KBfmpmEmOA34Ha4PBRU2liy+gBbD1czID2W88fmkJVgbJObhLenEqudvPJ6XlmZS2mtk2N7JHD6iEy6JxpRq4N/qBZb7aw/UMmSn/MBOOeYLEZ3TyA1Nvgvtc/n42CljY82HWb57lJSzXounNCDnskxxBnbPhy0KZcdqg7A2v9A0WZIHQJjLoL47qBr/gdds1Xkwv7vYNv7oImCUQsgfRjEZQdfxuP217jhdShYDfE94djLIaEH6E0hL7HEWsDGko38d/9HAJzVcybDU4aTEpsVdBmfz8eh2kN8nvc5Px36iZToFM4beB7dY7sTqw/+IVlnq+Rg7UGW7HyD/LrDDE8YyOl9ziDTnIVWG/x3uyM4VHuI3Opc3t71NjXOGo7vdjxTsqeQE5vT9ILVhyD3e9j0hj+AH3uZfx8xBb8Butvt4FBNAcv2vM+Gim1kx2Qwr/85dDN1IyY6+AViVoeVPGser29/nRJbCRMyJjCjxwwyTZmoVKrWvvSQqnPVUVBTwJIdSyioKWBEyghm955NpikTrTr4n9kyWxk7ynewdOdSnB4np/U6jbHpY0mNSW3H6ttGUV0RqwtX8+G+DzFoDJzT/xwGJg4kMTox6DJur5tDtYd4f8/7bCzdSLY5m3kD5vn3kaiYdqw+fFp1pGzz5s1MnToVi8VCXl4eu3btomfPntx2223k5+fz6quvNms9H330ERqNhj59+uDz+XjllVd44IEH2LBhA4MGDQp4/sqVK5k4cSKLFy/mT3/6E0uXLuW+++5j/fr1DB48uFnbbKsjZQUV9fz5mVUUWe2N2ucdm80NJ/cjPiYwGHi9PlbsK+PCl9bi9v72z6BRq/jPBaM5vk8yGnVkfOi0VHmtg6Vr8nnoy92N2mMNWt68dBwDM5Tf+2KrnYVL1rP2QGWj9hHZcTw9byRpFuVv1ntLajnz6ZVU21yN2m+c1o/543IwGzroty2v1//Hb8mZ4PX81q7WwLlvQ8/J/v8PlYo8WHoWlO1p3N7nZDj1oeDB7NB6ePkU/5G835v9DAw6PaThsaTmIH/74SY2lm1u1D4scQgPT7wvaDDbX7Wf8z87H6vT2qj9mpHXMLffXExRgeHR4ajlqwNfcPOqOxu16zV6Xpr6LEPSRh3diwmjw7WHeW7zc7y7591G7SnGFF44+QV6WHooL1h9CF6bFbiP9J8Jf3o4aDDbUryeC7+6FIfH0ah98bg7mZpzMga9OWCZWmctb+16i0fXP9qoPTYqlldnvEqvuF5Nv8h2YHfb+erAV9zy0y2N2vUaPS9Ne4khyUMUlyu3lXP3qrv5tuDbRu09Ynvw3MnPkRaT1mY1t7WiuiIu+fIS8qx5jdqnZE/h9rG3Bw1mW0q3cOEXFwbsI/cefy9Tc6ai13TcL0FtOiXG9ddfz4IFC9izZw8Gw28ftqeccgo//PBDs9czc+ZMTjnlFPr06UPfvn255557MJlMrF69WvH5jz32GNOnT+fGG29kwIABLFq0iJEjR/Lkk0+25mWEjN3l4anv9gYEMoAlP+dzqMqmsBQU19i57q2NjQIZgMfr47q3NlKssL6OorzOycNf7Q5ot9rd3PXRtqCvbdW+8oBABrAhv4oVe8sVl7HaXNz54baAQAbwwBe7KK1xKCzVQdQUwnsXNw5k4P/5vUuhpkh5udZwO2Hj64F/bAH2fAklO5SXqy2B9y8LDGQAH18DtcWhqxFYc3h1QCAD2FS+hZ8LlT87rA4r//r5XwGBDODx9Y9TZitTXK7MVsodP/8roN3hcXDrqrsoqznYwuojR5mtLCCQAZTUl/D85uepclQFLuTxwMYlyvvIzo+C7iNl1kPcuvLOgD+2AHeuWUx50Pe/jMfWPxbQbnVauXfNvVgdgf+e7a3cVs6dK+8MaHd4HNy64lbKbcqfW3sq9wQEMoBcay4f7v0Qzx9/5zsIj9fD+3veDwhkAN/kf8O+qn2Ky5XZyrjlp1sU95E7Vt5BWb3yPtLZtCqUrV27VnHm/szMzEbTZLSEx+PhzTffpK6ujnHjxik+Z9WqVUydOrVR27Rp01i1alXQ9TocDqxWa6NHqFXWOXlvw6Gg/cs2KveV1zopq3Uqr7PeRXltxw0TP+8vJ9gx2J9zK7AqBCirzcVrqw8EXedrqw9QVR/4flXWO/lpb/Bf2NX7lT8UO4S6UqgL8trqy6GuJHTbqjkMm98K3r/+VXAqBK/6CigLDOAAuB1Qvjc09QHWuhLe3LcsaP+be5dRrRACq53V/Fz0s+IyPnz8UvyLYl++9QBOr/LvaK41l6oICAWt9Xnu58H78j6n2q5wy7z6Uv9+EMzaF/xjH/+gyllNrjVXcRGHx8EBhT/gAL8U/4IP5Q+S1YWrqXaG/7Z+eda84PtIda5iuHV5Xby5682g63x3z7tU2CtCVWK7qrBX8N7e94L2v7XrLdxed0B7laNKMciBfx/Jr8kPVYkRrVWhTK/XK4ab3bt3t/im5Fu2bMFkMqHX67n88st5//33GThwoOJzi4qKSE1tfK49NTW1ySC4ePFiLBZLwyMrK/iYk6PhbeIssMuj3HekM8feDnwJxh+P/v2RUrfP58PTxHJurzdo0GtKsPe/QzjSCw7ldTo+Hyh8WDbwugGvUkfT621qnS3k8/nw+IIfQXD73Ip/xI/0u6b0R6Kp9t/We4TXHsGaem1enxcUR04caR9xKe6Tbff+h/932+1reY0+n6/J1+bxeYKG0Ujnw9fkUT63t3W/ox31yGFLtSqUnXbaadx99924XP5vRCqVivz8fG666SbOPPPMFq2rX79+bNy4kZ9//pkrrriCCy64gO3bt7emLEU333wz1dXVDY+CgoKQrftXsdE6Th4Y/Pz/acMyFNsTTHpiDcqDQGOiNCSZOu4A9bE9gw/mHJJpUXzdFmMUZ43qFnS5s0Z2I84YODYs1qBjRHZc0OXG9QpeS8SLSYJgg9D1Zohp2ZegJpnT/OOCghl6NigNtjXEBx9rptZAUr/Q1AfEGpOZlTMtaP/snBlYjIFjmsxRZgYnBR93OiZtjGJ797ieaFXKv6PpMelY9IF3NukoTup+UtC+Sd0mEaNV+LeOToTBTXzGj7xA8apbi95Meky64iJalZYeQcaGBft3ARicNJjYqPDPNdnT0hONSnlcZ0ZMhuJFJFGaKM7oc0bQdZ7S4xTi9R3z7jjx+nhm9Ah+sd4Zfc9QvKLSorcEHUenVWnpbukeqhIjWqtC2UMPPURtbS0pKSnYbDYmTZpEr169MJlM3HPPPS1aV1RUFL1792bUqFEsXryYYcOG8dhjgWMIANLS0igubnxqori4mLS04IFIr9cTGxvb6BFqMXotN0zrqxg0pvRPISdR+TLnVLOe/5ut/Ifi7lmDSY7tuIMaE2OiOPeYwD/UURo1d8wcSHqc8oD9Kf1T6JkU+Mege6KRkwelKV5tFR8TxaJZg9ErTIEx79hsUswd933EnAanPqzcd8pDYA7hVVq6aP9VdGaF36eMkZA5Unm52HSY+QQoTVMw+XZ/sAwRlVrNCdkn0j22e0BfTmwOk3OmoFK4sjfeEM9tx95GlDowMJzd72ySo5XDbaIhnquGBg7VUKvU3HnMLU1e7RnpMmIyOD7z+IB2k87ElSOuJMmo8O+mjYJjLgWTwn6XOQbShytuKyU2m7uOuVVxKourhl5KokE5gCRHJzO3/9yA9ih1FLePvZ24FkyF0lYSDYlcNeKqgHa1Ss2d4+8kReFLAvhD5bCkYQHtSdFJnN3vbHTtMe1NG9BpdJzb/1wSDYFfhoclD2NAwgDF5VKMKdw17i7FfeTqkVeTYEgIea2R6KjmKfvpp5/YvHkztbW1jBo1iilTphx1QSeeeCLZ2dm8/PLLAX1nn3029fX1fPTRRw1t48ePZ+jQoTzzzDPNWn9bXX3p8/nIr6jn1VV5fLW9BLNBy0XH9eC4PkmkmINfeVZrd7G3pI7Hv93DnpIaeiaZuGZKH/qkmjruFYP/c7jKxob8Sv7zUy6ltQ5GZcdz+aRe5CQaiW5i7rHCKhsfbT7MW2sPAj7+PCqL04ZnkBEkyAG43F7yK+p59od9rNpfTlKMnitO6MWonHgSTR04lAE4aqB0Jyy/H8p3Q2IfmPR3SO7fsjnEmqt8H6x/BXZ8BFoDjDgf+p8K8U1Mk+Cy+Zf74UEo3ACx3WDijZA+FIyh/zAtshbw2f5PeD/vU/DB7B4zOKXnqaTFBp+2w+1xU1BbwItbX+SXol9IMCRw0ZCLGJ4yvMkP/OraYnZU7uK5bS9RWFfEwPi+XDrkEnJiszE0MZVGR3Cw5iBritbw5s43qXHVMCF9AucOOJcsc1bToaAqH9a9Ctve9e8jx1wCfWf4A3oQdoeVA9Z8ntvyPNsrd5NmTOOywRcyIKEfliamgKiwV7CpZBMvbHmBCnsFo9NG85fBfyHLlIVW0+pZnUKq2lHNjvIdPLv5WYrqihiYOJBLh15KTmxOk/NzldSX8F3+d7y16y0cHgczeszg9D6nk2lq3rRSkexQ7SHe2/0en+d9jl6jZ27/uZyQdULQkAr+K1kPWA/w3Obn2F6+nfSYdC4bdhn9E/p36KPS0Pzs0aJQtmrVKsrLy/nTn/7U0PbKK69wxx13UF9fz+zZs3niiSfQ65v3R/Dmm29mxowZZGdnU1NT0zDFxRdffMFJJ53E/PnzyczMZPHixYB/SoxJkyZx7733cuqpp/Lmm2/yr3/9KyKmxPiV0+2h2uZGo6bJ+cn+qNbhot7pwajTYgpySrOjKrbacbq9WKK1xEY375Ss1+ujot4JPkiIiULdzKlB7C4PNXY3Oo2q489P9keOGnDWQ5TRf+qyLbkcUFvkP/oV14KjQY46cNb6/1BHt+2HqNfjprK+GHw+4mPSUTdz0lO7206tqxadWteiD3prXSlOjx2jzowxOq6VVUemQzWH8Pg8xOvjMTd33/K4wVbh30dacDS03lZFvauGKI2B2Bacfq92VOPyujDpTC2aiLQ9WR3WhgluWzIRbIWtAi9e4vRxTc5r1tG4vW6qHFWoVeoWHemyuWzUueqI0kQ1OYdgR9Imk8fefffdnHDCCQ2hbMuWLVxyySVccMEFDBgwgAceeICMjAzuvPPOZq2vpKSE+fPnU1hYiMViYejQoQ2BDPz30/z9JKPjx49n6dKl3Hbbbdxyyy306dOHZcuWNTuQtYcorYZkc8vnjTLpdZj0HfvIWDBNTfoajFqtIqkVR7gMOk2Hn3Q3KL257cPYr3T6po+MBaOP8T/agVqjJdHc8iMKBq2hVX/UWxIgOprMVryPaLRNThYbjDE6rlWhtiMcKWltgEiI7pyn5rRqLUnRLR++EK2LJroFd3voTFp0pCw9PZ2PPvqI0aNHA3Drrbfy/fff89NPPwH+2fbvuOOOkA7UDzW5IbkQQggh2lObTB5bWVnZaEqK77//vtEtkcaMGdMmVzcKIYQQQnR2LQplqamp5Ob6JwB0Op2sX7+esWPHNvTX1NSg03XOU3BCCCGEEG2pRaHslFNO4R//+Ac//vgjN998M0ajkeOP/+2S6s2bN9OrV/jvRSaEEEII0dG0aKD/okWLOOOMM5g0aRImk4lXXnmFqKjfrnB78cUXOfnkk0NepBBCCCFEZ9eqecqqq6sxmUxo/nAJekVFBSaTqVFQizQy0F8IIYQQ7alNpsT4lcWifGlyQkLnvKxXCCGEEKKtteo2S0IIIYQQIrQklAkhhBBCRAAJZUIIIYQQEaDz3GSrA6usc1Je56Sy3klctI5Ek56EmMi9WEJ0ci471Bb7H+r/3UrHnA7qI9y+ylYFdaVQXwZ6i/9+iK24DU+bctRAbQnUlYDOBKZkMKcdebnaUv9rc1SDMQlikuFItwryeqCm0L89rxtMqf6HrulbPNncNspt5ZTaStFr9CQaEkkxpqBSHeH+r/UV/3v/K/w3gTcmQUzikV9ba7R2HxEhUe+qp8Je0bCPJBmSSDYmH3kfERFPQlmYFVbZuP6dTazaV97QNqZ7PI/OHUFmXNe895cII1sVbHkHvrwN3HZ/W3Q8nPUSZI8LHihqCuGTG2HnR7+1pQ6Gs1+HhB5tXnaz1JbAd/fA+lfB5/W3JfSEuUshZUDw5Spy4a3zoHjrb239/wSnPAix6crLuB1wYCW8+xd/SAL/TdpPuhuGnh000FXaK3l9++u8uPVF3D43ACnGFB6d/CgDEwaiCRZ6qg/Ce5fCgRW/teVMgDOeA0u34K+tNWxVsPlt+Or23/YRYwKc+RLkjANty+9ZK5qv0l7Ja9tf46WtLzXaRx6b/BgDEgYE30dEhyCnL8Oout7J39/d3CiQAazNq+T6tzZQWecMU2WiyyrcCJ/e8NsfWwBbJSw5C6qD3ELNWQff/F/jQAb+ELP0z1BT1GblNpvHBb+8COte/i2QAVTsh1dm+kONkppiWDqncSAD2PkxfHM3OOqUl6vK979nvwYy8L+nn/0dDm8MWuYPB3/guS3PNfyxBSipL+GiLy6iqC7I+1hfAe9f3jiQgf/n9y9vXEMoHN4An93YeB+pr4AlZ0KV3GavrX1/8Hue3/J8wD7yly/+EnwfER2GhLIwKq9z8uOeMsW+n3MrKa9ztHNFokuzVcJ3i5X7vG7Y8Dp4vYF9taWw+U3l5cr2gPVw6GpsrdoiWPVv5b66UijZodxXcxjKdiv3bXnbfxr0j3w+2LjE/54p+e4eqK8MaC6tL+WpjU8pLmJz21hVuEp5fXVlkPejcl/ej/7+ULFVwvJ/Kfd53bDxdf/rF23iSPvIz0U/t3NFItQklIWR1e5qsr/GHuRDXYi24LJBxb7g/cVbwKNw9NZZGzyAQGSEMrcDHNbg/cGCV1O1e93+o4RK2/rjkbXfq9wPblvgYl43h+uCb29nxU7ljqZeV3P6W8Jl8x9dDKZoi//1izbh9roprCsM2h90HxEdhoSyMIo1NH3z9iP1CxFSOiMk9wvenzEKNAoXoOhNyu2/igvxmKbW0Br8Y+OCSRmo3N7UeCxNFESZFLal979XwST187/Xf6DT6Mg2ZwddbEjSEOUOg/Jk3s3ubwmd0V9/MJmjZUxZG9KpdWSZs4L2D04a3I7ViLYgoSyMkkx6ThqofHXapL7JJJnkCkzRjqLjYPJtyn1aPQybC2qFj4yYVBh5gfJyqUPAnBGyElvNlA7HXa/cF5sBSX2V+8zpkDZUuW/EfDAr/P6qVDB0TvBwcuJtigP9k6KTuGrEVcpl6MyMThutvL6YZOgzTbmvzzR/f6hEx/nrV6LV+y9ikCsA20ySMYmrR1yt2BcbFcuo1Ca+DIgOQUJZGMVG61g0azDTBqU1+hybOiCFe88cgsUooUy0s9RBcPpzjY+uxGbC+R9AXJCjOFHRMPFGf0j5/ZVf2eNh7pLImBZDo/GHygnXNj6qlzYE5n8Elkzl5Uwp/teQM+G3NrUGhp8Hk25UPOIFgCUb5n/Y+EibwQKzn/FflRrE2PSx3DD6BqK1v115nRObw4vTXyQjJki4jY6DmY9Cv1N/C0QqFfQ7xd9+pKk7Wip1MJz+bON9xNLNv49Ygh/FEaExNmMsfxv1Nwya366EzonN4cVpTewjosNo1Q3JO7JIvCG51eaivNZBjcONSa8lyaQnNlpOXYow8bihthDqyv0BxJgUfOqH33PU+ge+26ogKsZ/hMYYYffDddqgrtg/0F5n8L82UzOOJNVX+AfMO2v9IScmxX/a9kishf5527weMCb6j7xpmp6JyOlxUmYro9JeSZQminhDPEnRSUfelq0a6kvBbgVDLBiTITqEpy5/z+P2T4NS38J9RISE0+Ok1FZKlb2qZfuICJvmZg8JZUIIIYQQbai52UNOXwohhBBCRAAJZUIIIYQQEUBCmRBCCCFEBJBQJoQQQggRASSUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQACWVCCCGEEBGg6ZuwCSG6JIfbQbWzGhUqEgwJaH5/o/Gm1JSAqw40usY34z6Ccls5bq8bk85ETFRMK6tuY9UHweMCXQyYm3eTdY/XQ4W9Ah8+LFEW9Fp9s5azuW1YHVY0ag2JhkRUv95o/AhK6kuwu+0YtAZSjM28EbzPB7Ul4POAIQ6igtxkPdxqS8HrAr3Z/xCtUm2vxu7x7yMWfRvdG/UoWZ1WbC5bw309uxIJZUKIBj6fj4O1B3l126t8deArdBodf+7zZ07rfRppMWnBF6wrh7LdsPxfULTFH8gmXAvZ48CSGXSxcls5Kw6v4D9b/kO5vZwRKSNYOHwhObE5GLSG0L/A1rAehgOrYMWjUF0AaUPghJshqS/EBL8JdHFdMR/s+4B3dr+Dy+NiavZULhh0Ad3M3YKGLLfXTUFNAc9vfp4fD/2IOcrMeQPO46Sck0g2Br9xemldKbuqdvHMpmfIrc6lh6UHlw29jP4J/Ztcjpoi2P4B/PwM2Kug90kw8UaI73HEG6e3m9oS2Pu1//2vLYHs8TD5Fkjs7b+pvGgWq8PKtvJtPLnhSfKsefSw9OCqEVcxIGEAsfrIuA90nbOOvdV7eWL9E+ys3ElGTAaXD7ucESkjukw4kxuSCyEaFNQUcO4n51LlqGrU3ieuD09PfZrUmNTAhbxe2PkxvDPff9Tl98YthOOuUwwv1fZq7v/lfj7c92Gjdq1Ky4vTX2REyoijfTlHr64MVjwGKx8P7PvzyzBgFqgDR4GU1JdwxVdXsLtqd6N2i97CG6e+QZY5S3Fzeyv3cs4n52D32Bu1H5N2DPdNvI+k6MD3sd5Vz/t73+feNfcG9N005ibO6HMGRp3C0a/aEnj3Ysj9vnG7zgiXfAspAxRrbFf1FfD5zbD5zcbtai1c+BlkHROeujoYp8fJ+3vf5/9W/19A3z/H/ZPZvWaj0+jCUNlvfD4f3xV8xzXfXRPQd9nQy7hw8IXE6CL0KHozyA3JhRAt4vQ4eW37awGBDGBP1R42lW5SXrDqAHz298BABrD6KagvV1ysxFYSEMgA3D43/7f6/6iwVbSk/LZRXw6rnlTu+/wf/teuYGPJxoBABlDtqObV7a/i9DgD+mqdtTy6/tGAQAawpmgN+dZ8xW2V1pfy2PrHFPse3/A4pfWlyvWX7wsMZACuevj6TrDXKC/XnmqKAgMZgNcNn1zvD83iiMpsZTz0y0OKfQ+sfYBSW5B9pB2V1JewaPUixb7ntzxPhT0CPg/agYQyIQQAVY4qvsn/Jmj/sr3LFMMEtkqoKVReyOeFku2KXeuK1wXd1u7K3dS4IiAUlO70vwYlNUX+1/4HLo9LMWz+6usDXysG3xpXDT8e+jHocl/lfaXYXm4vx+a2KfbZ3DbK7cqhmO0fBN0We74ER3Xw/vaSF/z9oGgL2COgxg6g3Nb0PhIJgafaWU2ZTTlke31ecqtz27mi8JBQJoQAQK1SE6WJCtpv1BpRqxQ+Mo502kPp1Bk0OWZMhUp5W+1NF910v8K4K5VKhVEbfLC8XqNHrfDRq0JFlDr4+x8dpBatuumxX0H7m7qgQqsHmndxQZtq6nSVSgWRsI90AEfcR1ThHz+oUTV9MZFB0zXGD8oeLYQAIMGQwNl9zw7aP7f/XOUPd0M8pA5SXkhn9A/IVjAyZWTQ4DUhYwJx+rgjldz2EnoGDZWkDITowMHHWrWWOf3mBF3l2f3OJiE6IaA9Xh/PrF6zgi43vft0xfZ4fbziWDOApOgk4vVBBkgPOj3othg2D2ISg/e3l+7jgwev3ieBMQJq7AASDAkkGpTfq+To5IgYRB+nj6N3nPJnRbQ2mm7m5l/N3ZFJKBNCAP4jZTN6zGBg4sCAvpk9Z9LT0lN5wbhucNq/4Y9XcKnUcNqTYFa+ajMpOonbjr0toD3RkMhNx9yEOSoCpj0wp8OsfwcGA73Z325RHrDfM66nYsAamDiQU3qcohhG9Vo9fxnyF8U/PhcPuTjo1a+ZpkwWH7c44CibTq1j8XGLyTQFufrV0g2OvyGwPb4HHHctRMLVrzEpcKrCWChTCkxfDAa5WKs5ko3JPDjpQXTqxke1o9RRPDDpgeZPn9KGEqMTWXz84oDB/GqVmvuOV77IpTOSqy+FEI2U1JewrWwby/Yuw6A1cHa/s+lu6U6CIfDoTgOPGyrzYPsyOLgG4nrAyPP9f/ij44IuVuus5XDtYd7Z/Q6FdYUc3+14js88ngxTRqhfVuvZqvxzlG14HSr3Q+YYGDT7iNNGVNgryKvO4+1db2Nz25jVexaDkwYf8Q9gUV0R64rX8Xne58RFxXF2/7PpZu7W5JFDm8vG4brDfLzvY3ZX7aZvXF/+1OtPZMRkBD3t6V+wEipyYe1/wFYOg86AnAlNTmPS7uxWqMqHdS/5/x36TvMfJYtTDsRCmcvj4nDdYT7Z/wnbyrcxKHEQf+r5J9Jj0sN+5eWvvD4vh2sP8/WBr1lbvJZell7M7j2bDFNG5EyR00rNzR4SyoQQitxeNypUzZ849lfOev9RFoWpIoLx+rx4fJ6Ab/IRxesFt73Fk6t6vB58+I44ruePWvv+21y2poOYEq/Hf0FDhPxxVuT1+q+61AYfdyeax+lxNjl+NBI4PU50al2zJ06OdM3NHuEf3SeEiEgtDRENWjEjvFqljoyB/U1Rq1v12locav+nte9/iwMZgFoDtK7OdqNWQxMXQojmi/RABh2jxrYQ4Z+CQgghhBBdg4QyIYQQQogIIKFMCCGEECICSCgTQgghhIgAEsqEEEIIISKAhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICCC3WRKiNZy1UFsCB1aB2wbZ48GcBsYmbtrdUdRXQG0xHFjpv4dl9lgwpYLeFPJNORz1FNqL2Fa2neL6YoYmDyXDmEpGbHbItwX4/82qDsCh9WBOh/RhYM4AbeTc87HCXkFxXTEbSjZg0VsYmjyU5OjkI96QuaiuiNzqXPZV7aNXXC96WHqQFpPWTlULIUJBQpkQLWW3wtb/wid/89/E+VfD58HUO8GUErbSjlptKXxzF2x47bc2lQqm3w/D5oIh+I10W8rhqGd92Uau/u4a7B57Q/vAhIE8NOlBusVmhWxbAFQfgrfnw6FffmvTRcO570DW2IgIZqX1pdyx8g5+PPRjQ5tWpeWBSQ8wIWNC0Pta5lbncvGXF1NSX9LQlmJM4YWTX6CHpUeb1y2ECA05fSlES1UdgI+vaxzIADYugf3fhaemUMn9vnEgA/D54LMboTIvpJsqtBdzzfJrGwUygO0V23l609PU2CpCtzGXDb6/v3Eg+7V96Z+h5nDottVKHq+HZXuXNQpkAG6fm799/zdKbCWKy5Xbyrlu+XWNAhlASX0J1y2/jnJbeZvVLIQILQllQrSE1wu/vBS8/6dHoK60/eoJpboy+Onh4P2//Ac8npBtblvZNmxum2LfZ3mfU+6oCtm2qCuFzW8o97lscHhD6LbVSuX2cl7d/qpin9fn5dv8bxX7KuwV7Kvap9i3r2ofFfYQhlshRJuSUCZES3hdUF0QvL+2BDzu9qsnlDyupgNl9UH/6w+R4vrioH0urwtXCLeFxwluR/D+msLQbauVvD4vVU0E0cO1ykfzggXbX9nd9ib7hRCRQ0KZEC2h1UOfacH7s8e2yYD4dqE3Q9a44P19TgZd04PNW2Jo8tCgfWkxaRg0+pBtC10MWJoYo5Y5KnTbaiW9Rs+gxEFB+8dnjFdsj9fHo1FpFPs0Kg1x+rhQlCeEaAcSyoRoqb4nQ0xSYLtaCyfc6g83HZHeBCfc5H8df2RMhH4zQrq5DGMaAxMGKvZdNXwhWZbuodtYbDqcvEi5L304xOeEblutFG+I58YxNyr2dTN1Y0DiAMW+xOhE5vSbo9g3p+8cEqMTQ1ajEKJtSSgToqXisuHCL6DXFP+ViQCpg2HBp5DYK7y1Ha3E3nDh55A25Le2nifCXz73v+4QyojN4qFJDzKz50x0av+Vj6nGVP5vwv8xNrUNjlz1nAxnvQSWbv6fNVEw/DyYu9Q/5UcEGJAwgGenPktOrD8kalQaTso+iRdOfiHo9BZGnZHLhl7GVSOuwqzzfyEw68wsHL6Qy4ZdhlFnbLf6hRBHR+Xz+XzhLqI9Wa1WLBYL1dXVxMaG7vJ+0QXZq/1zevk8YLBATHK4KwqdujL/61OpIToBoi1ttqkaWyXljkpcXhcGjT60R8iUWA+Dqx7UOv/0JUGmmQinMlsZtc5atGot8YZ4YnQxR1zG7XVTaivF4Xag1+pJjk5Gq3TUUwjR7pqbPSSUCSGEEEK0oeZmDzl9KYQQQggRASSUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQACWVCCCGEEBFAQpkQQgghRASQUCaEEEIIEQEklAkhhBBCRAC5MZoQnZmzHurLwOuGKDOY2vD+nD4f1BSC2+6/r6Q5DTS6Iy/ntkNtKXhdoDP6l4swLo+LMlsZLq8LvUZPijEF1a83oxdChIzP56OkvgSHx4FOoyPZkIxW03WiStd5pUJ0NVUF8O0i2PquP5Ql94dTHoDMURB15Btct0h9Bez+DL5Z5A9mejOMuRSOvQzMqcGXsx6GHx+GDa/5w1l8dzj5Huh+fJveBL0lSutLeWPnGyzduZQ6Vx0pxhQWDl/I5KzJxBniwl2eEJ1Gpb2S5QXLeWLDE5TaSonRxTBvwDzm9ptLsrENv1BGELkhuRCdkfUwvPInKN/XuF2lggs/h+yxoduWxw2//Ac++3tg34DTYObjYIwP7KstgTfnwcE1gX1zXoOBp4WuxlaqdlRz96q7+fLAlwF9N425ibn95napb/FCtBW3x80bu97g/rX3B/RN7z6d28behkUfGV/UWkNuSC5EV1a0JTCQgf8U4xe3QH156LZVUwjf3aPct+NDqCtR7qvKVw5kAF/e6l9vmJXbyhUDGcC/N/6bUltpO1ckROdUYivhqY1PKfZ9nvc55fYQfmZFMAllQnRGe78J3ndoHbhsoduWoxrs1cH7y/cqtx/8JfgyVfngrDu6ukLggPVA0L5aVy01zpp2rEaIzqvGWUOtqzZof4G1oB2rCR8JZUJ0RpaM4H2GOFCF8Fdfa2i6P1rh1CU0PdZMo/NfLBBmRzpdEqWJaqdKhOjcDEf4HInVd43hRhLKhOiM+v3JP35MybGXQ0wTgailjEnQY2KQvgSIy1buyxgZPNAN/nPbXinaTBmmDOL1yqFyTNoY4g1BAqcQokXi9HGMTh2t2JdgSCA9Jr2dKwoPCWVCdEax6XDmi6DWNG7vPhFGLQCNRnGxVomOg9Oe8F85+Xt6M8z7L5iDHLUzp8M5b4FW37g9dTCceKt/eowwSzGm8NTUp4jRNb5aNdOUyd3j7+7QA4+FiCQWvYW7J9xNpimzUbtJZ+LfU/5NijElTJW1L7n6UojOymWDmiLI+8k/sL/H8WDJbrsjUNZCKNsFhzdAfE/IHAGxmYHB8Pc8Tv+VogVr/P/NOhYSekTUXGVen5eiuiK2l2/ngPUAgxIH0cPSg9RQHm0UQgBQXFdMbnUu28q3kRObw8DEgaTFpKEO5ZCLMGhu9pBQJoQQQgjRhmRKDCGEEEKIDkRCmRBCCCFEBJBQJoQQQggRASSUCSGEEEJEAAllQgghhBARQEKZEEIIIUQEkFAmhBBCCBEBJJQJIYQQQkQACWVCCCGEEBFAQpkQQgghRASQUCYils/no13vAub1tt+22ltrXlsr3w9vZ34f25HX6wl3CW1G9hEhlGnDufHFixfz3nvvsXPnTqKjoxk/fjz33Xcf/fr1C7rMyy+/zIUXXtioTa/XY7fb27pc0U7KbeXsr97Pe3veA+D03qfTM64nSdFJod+Yyw7VBbDlHSjZAd2Ph77TIC4bVKrQb6892aqg6gCsfw3qSmDQGdBtDFgym16upgiKtsKmpaAzwsj5kNALYhKDLuLz+Thcd5gfD/7Iz4U/0zOuJzN7ziQ9Jh29Vh/a19XJFVsL2Fyyic8PfktClIUzes8mMyad2JiUcJd2VP64j/SK68Wfev5J9hEhfiesNySfPn06c+fOZcyYMbjdbm655Ra2bt3K9u3biYmJUVzm5Zdf5pprrmHXrl0NbSqVitTU1GZtU25IHtnKbGXcvepuviv4rlH7xMyJ3Dn+TpKNyaHbmNsFucvhjbPh90clDBZY8CmkDQ7dttqbrRrWPg/fLmrcntgLzv8A4rKUl7MWwlvnw6G1jdtHXgBT/gkxysF4T+UeFny+AKvT2tCmUWl4dPKjTMiYgE6jO5pX02UUWvO59JsrybPmNWq/cvAlnNt/bocOZsH2kcdPfJxx6eNkHxGdWoe4Ifnnn3/OggULGDRoEMOGDePll18mPz+fdevWNbmcSqUiLS2t4dHcQCYi36bSTQGBDOCHQz+woWRDaDdWWwTvLGgcyADs1fD+ZVBXGtrttSfrocBABlC+D1Y+Bm5HYJ/PB9veDwxkAOtfgbI9ipuqsFdwy0+3NPpjC+Dxefj7D3+n1NaB38d25HTW89LWlwICGcC/tz5Psa2s/YsKkQp7BTf/eLPiPnLj9zfKPiLE/0TUmLLq6moAEhISmnxebW0tOTk5ZGVlMWvWLLZt2xb0uQ6HA6vV2ughIlOts5bXt78etP+17a8FfKgflco8cNYq9xVvhfqK0G2rvW3/IHjfhtehTuEPfF2J/+haMGufB487oLnKUcXOip2Ki9jcNgpqCo5UrQAq7eUsy/0kaP8XuZ+3YzWhVeWoYlflLsW+enc9B2sOtnNFQkSmiAllXq+Xa6+9lgkTJjB4cPDTRv369ePFF1/kgw8+4PXXX8fr9TJ+/HgOHlT+pV68eDEWi6XhkZUV5LSNCDuPz4PNbQvab3Pb8IRy8HMT2/IX5Ardttqbo4nw6raDT2GgtdcLrvom1lkDvsD33+0NDGq/19S/qfiNDx92d/CxsTXuIF8gOgC3Qpj/PdlHhPCLmFB25ZVXsnXrVt58880mnzdu3Djmz5/P8OHDmTRpEu+99x7Jyck8++yzis+/+eabqa6ubngUFMi39khljjIzrfu0oP3Te0wnNiqE4wATe4MqyK+AKQWMTR+xjWj9/xS8r+eJYFB4H43x0O/U4MsNnQsKA7ItUZagF2GoUNHT0vNI1QogRmtkfPrYoP0nZU9px2pCy6K3kGhQvlBErVLTw9KjnSsSIjJFRChbuHAhH3/8Md999x3dunVr0bI6nY4RI0awd+9exX69Xk9sbGyjh4hMapWaad2nkWoMHCOYYkzhlB6noFFrQrdBYzKMv1q5b8YDYEoL3bbaW1JvyBkf2K7Vw8mL/BczBPQZYPxCMMQprK8PZCsHhhRjCrcde5ti3/yB80kwdOBw247MxiT+NvJa9JrA4DsqaRjdzTlhqCo0ko3J3Dr2VsW+CwZeIPuIEP8T1qsvfT4fV111Fe+//z7Lly+nT58+LV6Hx+Nh0KBBnHLKKTz88MNHfL5cfRn5DtUcYsnOJXy07yN8+Di1x6nMHzifTPMRpnJojboyyP0Bvr/PPzVG6hCYeof/vwZz6LfXnmqKYPPb8PMz/osXek2Bybf4p7fQBrnSzeeDiv3w0yOw40N/iBtxAYxeAJbgX5hqXbXsrtjNY+sfY0fFDtJj0rl86OUcm3Gs/MFtAbfTzoGaPJ7a9DQrin7GpDMxr89ZnNprJiltsf+3o1/3kUfXPcrOyp3+fWTY5RybLvuI6Pyamz3CGsr++te/snTpUj744INGc5NZLBaio6MBmD9/PpmZmSxevBiAu+++m7Fjx9K7d2+qqqp44IEHWLZsGevWrWPgwIFH3KaEso7B6XFS6agEH8Qb4onSRLXtBmtLwesErdF/Gq+z8Hr9A/i9Xv8pS72pecs5bWCvBFQQkwya5k1pWO2oxua2oVPrSIwOPq+ZaFq9rZIaZw1qlYrEmHTUzXz/OwLZR0RX1NzsEdbf9KeffhqAE044oVH7Sy+9xIIFCwDIz89Hrf7tLGtlZSWXXHIJRUVFxMfHM2rUKFauXNmsQCY6jihNlOJpzDZjCuH8Z5FErQZzK07DRkX7Hy1k0Vuw6BVOjYoWMUbHY4zuRF8Ofkf2ESGCC+uRsnCQI2VCCCGEaE8dYvJYIYQQQgjhJ6FMCCGEECICSCgTQgghhIgAEsqEEEIIISKAhDIhhBBCiAggoUwIIYQQIgJIKBNCCCGEiAASyoQQQgghIoCEMiGEEEKICNB5bqgmOg+fD2oKob4C8IExEczpoFKFu7KOp6oAbJXgdoAxAWIzQNfy2ycJIYRoexLKRGRx2SF/NSy73B/MwH/vxllPQc54CRTN5fXy/+3deXQUZboG8KezdTpLNyRkabKwJIFIICwXxYCGoIEg0WMUERWZjALXQTBBOCAe9QRHZxgQdIaRAQElDBgYNQMCErgswpVNdgYQwxYNW8IW0lkg63v/yE1rJ+ks2OmudD+/c/oc6vu+qnr7S1E8VFV3kH8CWPsKcO10TZubFxA3E+j5DKDV27Y+IiKqh7cvSVkKfgI+f/qXQAYARXlAxijgVo7NympzCnKAlUm/BDIAKC8G/udt4KfvbFYWERGZx1BGylFZBuxbCFRX1e+rrgL2LgAq7li/rrbo573/f/u3Abv+AtzOtW49RETUJIYyUo7yEiDvuPn+vP/UjKGmXT5svu/meaCqwnq1EBFRszCUkXK4agCfcPP97cP4TFlz+UWa79MGAU7O1quFiIiahaGMlMNVAwxKMd//8BTAzdNq5bRp4Y8Crh4N9w1KBXSh1q2HiIiaxFBGyuIbDjy9xDRQuGqApEWAbzfb1dXWtAsFXvwK8PT7pU3lBDwwAYhMBJz4V5+ISGlUIiK2LsKaDAYDdDodCgsLodVqbV0ONaSyDCjOBwov1yxrgwAvf8DV3bZ1tTVVlTUP9Bfn13zysl2nmu8q8+xg68qIiBxKc7MHv6eMlMdFXXOlpx1vsf0mzi6Ab9eaFxERKR7vYRAREREpAEMZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAEMZERERkQLw1yy1cYWl5aioFug0LnB1drZ1ObZXWQbcNQAuboC7ztbVKMOd20BVBaBpBzi72roaao6qipqfm7Nrzc+NiBwCQ1kbdaO4DAdzbmHpdxdguFuJRyL98eKAUIT4eEClUtm6POurqgRu/wTsWwT89L+Apx/w0BSg438Bnr62rs42iq8BufuBvQuAMgMQMRzo/xLQvjPgiMdIWyAC3P4ZOLQcOJMFqLVAzGSg00DAy9/W1RFRK1OJiNi6CGtq7m9qV7JbJWWYtf4U1h+/atKu1bhg3auD0NXPy0aV2VDeCeDToUDFHdP2AROBuJmOd7Wh5AawaQZwKtO03b0dMH470CHcJmVRE26eA5bFA3cKTNt7PAUkzgM8O9imLiL6TZqbPfhMWRt08dadeoEMAAx3KvHBlmwU362wQVU2VHoL2Di1fiADgO8XAcX51q/J1gp+rh/IAODubWDHe0B5idVLoiaUlwA73q8fyADgh7VAwU9WL4mIrIuhrA3KOlk/kNX6nx/yYbhbacVqFOBuIXDpgPn+nP+1Xi1K8cNa830/bmj4H36yrTsFwOkN5vtPNfIzJSK7wFDWBjk38jwQnxRqgMoBPwDR2HtW8a+9Mqka/9k44nFM5GB4dm6DHuulN9uXGK1HO42DfcJO0x7o/JD5/i4PW68WpYh6qpG+pwGNj/VqoebxaF/zszGnZyN9RGQXGMraoKB2Gjz/QEi9dl9PN7we3w0eagf7UK2mHTBiXs0n1eoa/IZjfmpNFwL0S67f7ulX88EHNw/r10SNc/Wo+dk0dLz2/R3Qrv7feSKyL/z0ZRt1s7gMp68WYdnuCygsrUBCVCAe761HcHsH/ce2uhoozAWOZQDntwOeAcDAyYBfJODhoFeFSq4DeSeBfR/XPOAf+UTN1ZZ2obaujBpzO7fm+bHTG2q+a+/BSYA+mp+8JGrDmps9GMrauNLySlRUCbzULnB24hNlqKoCyosAZzdeDapVXlLzZaRqLeDEi+NtQnV1zXfLObsCbp62roaIfqPmZg8Hu89lfzzc+CM04ezseN9J1hT+o972ODnxOCZyQPxvMxEREZECMJQRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRERERKQB/Rw8ROYzbxXm4UVaAnIJz8NH4IsgrCP5eQXByboVTYWUZUJQH3DxX82f/SMDDD3D3tvy+iMguMJQRkUO4XnQZ7+5/H7uu7Da2tVe3x6JHFuA+356WDWblJcDZrcDaV4DKuzVtKidg0OvAwEmAh6/l9kVEdoO3L4nI7pWXl2DFqRUmgQwACsoKMGHbq8grvmTZHd7OBb76/S+BDACkGtg9H8jdb9l9EZHdYCgjIrt34851fHF+XYN9RRVFyL552nI7q64GDv8TEGm4f9dcoPSm5fZHRHaDoYyI7F55VTnuVN4x23+pyIJXyqorgFtnzfcbLtU8Y0ZEVAdDGRHZPY2zGr7u5p/juq9DD8vtzEUNdHrYfH9gb8DNy3L7IyK7wVBGRHbPzysIk3v9d4N9nbWdEerdybI7jHoSUDfwKUuVCnjkbcBda9n9EZFdYCgjIrvn5OyCR0OGYGa/1+HtWhOWVFDhoY4xWPzI3+GvDbbsDnWhwEtZQEDPX7UFA89/Afh1t+y+iMhuqETMPY1qnwwGA3Q6HQoLC6HV8n+rRI6ksrIM10uuoqi8CGoXd7R3awetp1/r7bDkRs1D/dVVgKY9oNW33r6ISLGamz34PWVE5DBcXNTQ6zrDatHIs0PNi4ioGXj7koiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBGMqIiIiIFIChjIiIiEgBbBrKZs+ejfvvvx/e3t7w9/dHUlISsrOzm1zvyy+/RGRkJNzd3dGrVy9s2rTJCtWS4hmuAme3AVveBvYvAm5dACru2LoqIiKiZrFpKNu1axcmTZqE/fv3Y+vWraioqMCwYcNQUlJidp29e/fi+eefx7hx43D06FEkJSUhKSkJJ0+etGLlpDi3LwIrHgc+Hwns+zuweSbwcX/g3Hag4q6tqyMiImqSSkTE1kXUun79Ovz9/bFr1y7ExsY2OGb06NEoKSnBxo0bjW0PPvgg+vTpg8WLFze5D4PBAJ1Oh8LCQmi1WovVTjZUXgJsmAKc+KJ+n5MLMPkw4NPZ2lUREREBaH72UNQzZYWFhQAAHx8fs2P27duH+Ph4k7aEhATs27evwfFlZWUwGAwmL7IzJTeAU/9uuK+6Erj4vXXrISIiugeKCWXV1dWYMmUKBg0ahJ49e5odl5eXh4CAAJO2gIAA5OXlNTh+9uzZ0Ol0xldISIhF6yYFqK6seZlTesN6tRAREd0jxYSySZMm4eTJk1izZo1Ft/vmm2+isLDQ+Lp48aJFt08K4OYN+IaZ7w+NsV4tRERE90gRoWzy5MnYuHEjvv32WwQHBzc6NjAwEPn5+SZt+fn5CAwMbHC8Wq2GVqs1eZGd8fYHHvug4b7OsYCOV0eJiEj5bBrKRASTJ0/G2rVrsWPHDnTp0qXJdWJiYrB9+3aTtq1btyImhldDHFrIACB5IxDYq2bZXQc8PB0YuQTw8rNtbURERM3gYsudT5o0CRkZGfj666/h7e1tfC5Mp9NBo9EAAH73u98hKCgIs2fPBgCkpqZi8ODBmD9/PhITE7FmzRocOnQIS5Yssdn7IAVQewFdHgbGrgMqSgGVM+AVADjb9BAnIiJqNpteKVu0aBEKCwsRFxcHvV5vfP3rX/8yjsnNzcXVq1eNywMHDkRGRgaWLFmC3r1746uvvsK6desa/XAAORDPDkC7UEAXxEBGRERtiqK+p8wa+D1lREREZE1t8nvKiIiIiBwVQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESkAQxkRERGRAjCUERERESmAi60LsDYRAQAYDAYbV0JERESOoDZz1GYQcxwulBUVFQEAQkJCbFwJEREROZKioiLodDqz/SppKrbZmerqaly5cgXe3t5QqVS2Luc3MxgMCAkJwcWLF6HVam1djiJwTkxxPurjnJjifNTHOTHF+aivJXMiIigqKkLHjh3h5GT+yTGHu1Lm5OSE4OBgW5dhcVqtln9R6uCcmOJ81Mc5McX5qI9zYorzUV9z56SxK2S1+KA/ERERkQIwlBEREREpAENZG6dWq5GWlga1Wm3rUhSDc2KK81Ef58QU56M+zokpzkd9rTEnDvegPxEREZES8UoZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAENZG/KXv/wFKpUKU6ZMMTsmPT0dKpXK5OXu7m69IlvZrFmz6r2/yMjIRtf58ssvERkZCXd3d/Tq1QubNm2yUrWtr6XzYe/HR63Lly/jxRdfhK+vLzQaDXr16oVDhw41us7OnTvRr18/qNVqhIeHIz093TrFWkFL52Pnzp31jhOVSoW8vDwrVt16Onfu3OD7mzRpktl17Pk80tL5cITzSFVVFd555x106dIFGo0GYWFheO+995r83ZW/9TzicN/o31YdPHgQn3zyCaKjo5scq9VqkZ2dbVy2h18n9WtRUVHYtm2bcdnFxfxhvHfvXjz//POYPXs2Hn/8cWRkZCApKQlHjhxBz549rVFuq2vJfAD2f3wUFBRg0KBBGDJkCLKysuDn54ezZ8+iffv2ZtfJyclBYmIi/vCHP+Dzzz/H9u3bMX78eOj1eiQkJFixesu7l/molZ2dbfJN5f7+/q1ZqtUcPHgQVVVVxuWTJ09i6NChGDVqVIPj7f080tL5AOz/PDJnzhwsWrQIK1asQFRUFA4dOoSXXnoJOp0OKSkpDa5jkfOIkOIVFRVJRESEbN26VQYPHiypqalmxy5fvlx0Op3VarO2tLQ06d27d7PHP/vss5KYmGjSNmDAAHnllVcsXJlttHQ+7P34EBF544035KGHHmrROjNmzJCoqCiTttGjR0tCQoIlS7OJe5mPb7/9VgBIQUFB6xSlMKmpqRIWFibV1dUN9tv7eaSupubDEc4jiYmJ8vLLL5u0Pf300zJmzBiz61jiPMLbl23ApEmTkJiYiPj4+GaNLy4uRqdOnRASEoInn3wSp06dauUKrevs2bPo2LEjunbtijFjxiA3N9fs2H379tWbt4SEBOzbt6+1y7SalswHYP/Hx/r169G/f3+MGjUK/v7+6Nu3L5YuXdroOvZ8nNzLfNTq06cP9Ho9hg4dij179rRypbZRXl6OVatW4eWXXzZ7tceej4+6mjMfgP2fRwYOHIjt27fjzJkzAIDjx49j9+7deOyxx8yuY4njhKFM4dasWYMjR45g9uzZzRrfvXt3fPbZZ/j666+xatUqVFdXY+DAgbh06VIrV2odAwYMQHp6OjZv3oxFixYhJycHDz/8MIqKihocn5eXh4CAAJO2gIAAu3k2pqXzYe/HBwBcuHABixYtQkREBLZs2YKJEyciJSUFK1asMLuOuePEYDDgzp07rV1yq7qX+dDr9Vi8eDEyMzORmZmJkJAQxMXF4ciRI1as3DrWrVuH27dv4/e//73ZMfZ+Hvm15syHI5xHZs6cieeeew6RkZFwdXVF3759MWXKFIwZM8bsOhY5j7Tsgh5ZU25urvj7+8vx48eNbU3dvqyrvLxcwsLC5O23326FCm2voKBAtFqtLFu2rMF+V1dXycjIMGlbuHCh+Pv7W6M8q2tqPuqyx+PD1dVVYmJiTNpee+01efDBB82uExERIX/+859N2r755hsBIKWlpa1Sp7Xcy3w0JDY2Vl588UVLlqYIw4YNk8cff7zRMY50HmnOfNRlj+eR1atXS3BwsKxevVr+85//yD//+U/x8fGR9PR0s+tY4jzCK2UKdvjwYVy7dg39+vWDi4sLXFxcsGvXLixYsAAuLi4mD2aaU5vwz507Z4WKra9du3bo1q2b2fcXGBiI/Px8k7b8/HwEBgZaozyra2o+6rLH40Ov16NHjx4mbffdd1+jt3XNHSdarRYajaZV6rSWe5mPhjzwwAN2dZwAwM8//4xt27Zh/PjxjY5zlPNIc+ejLns8j0yfPt14taxXr14YO3YsXn/99UbvWlniPMJQpmCPPvooTpw4gWPHjhlf/fv3x5gxY3Ds2DE4Ozs3uY2qqiqcOHECer3eChVbX3FxMc6fP2/2/cXExGD79u0mbVu3bkVMTIw1yrO6puajLns8PgYNGmTyqTAAOHPmDDp16mR2HXs+Tu5lPhpy7NgxuzpOAGD58uXw9/dHYmJio+Ps+fj4tebOR132eB4pLS2Fk5NpRHJ2dkZ1dbXZdSxynPym63tkdXVvX44dO1ZmzpxpXH733Xdly5Ytcv78eTl8+LA899xz4u7uLqdOnbJBtZY3bdo02blzp+Tk5MiePXskPj5eOnToINeuXROR+vOxZ88ecXFxkXnz5snp06clLS1NXF1d5cSJE7Z6CxbV0vmw9+NDROTAgQPi4uIif/rTn+Ts2bPy+eefi4eHh6xatco4ZubMmTJ27Fjj8oULF8TDw0OmT58up0+floULF4qzs7Ns3rzZFm/Bou5lPj766CNZt26dnD17Vk6cOCGpqani5OQk27Zts8VbaBVVVVUSGhoqb7zxRr0+RzuPiLRsPhzhPJKcnCxBQUGyceNGycnJkX//+9/SoUMHmTFjhnFMa5xHGMramLqhbPDgwZKcnGxcnjJlioSGhoqbm5sEBATIiBEj5MiRI9YvtJWMHj1a9Hq9uLm5SVBQkIwePVrOnTtn7K87HyIiX3zxhXTr1k3c3NwkKipKvvnmGytX3XpaOh/2fnzU2rBhg/Ts2VPUarVERkbKkiVLTPqTk5Nl8ODBJm3ffvut9OnTR9zc3KRr166yfPly6xXcylo6H3PmzJGwsDBxd3cXHx8fiYuLkx07dli56ta1ZcsWASDZ2dn1+hztPCLSsvlwhPOIwWCQ1NRUCQ0NFXd3d+natau89dZbUlZWZhzTGucRlUgTX09LRERERK2Oz5QRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRERERKQBDGREREZECMJQRkV1TqVRYt26drctolrZUKxFZHkMZEbWK69evY+LEiQgNDYVarUZgYCASEhKwZ88em9alhOAza9Ys9OnT557Xz8zMRFxcHHQ6Hby8vBAdHY0//vGPuHXrluWKJCKrYygjolYxcuRIHD16FCtWrMCZM2ewfv16xMXF4ebNm7YurU176623MHr0aNx///3IysrCyZMnMX/+fBw/fhwrV660dXlE9Fv85t/aSURUR0FBgQCQnTt3Njpm3Lhx0qFDB/H29pYhQ4bIsWPHjP1paWnSu3dvWbx4sQQHB4tGo5FRo0bJ7du3jWMOHDgg8fHx4uvrK1qtVmJjY+Xw4cMm+wEga9euNbtc19KlSyUyMlLUarV0795dFi5caOzLyckRAJKZmSlxcXGi0WgkOjpa9u7da7KNJUuWGGtOSkqS+fPni06nExGR5cuXCwCTV+0vLQYgS5culaSkJNFoNBIeHi5ff/21cbvff/+9AJC//vWvZuf013P36aefSkhIiHh6esrEiROlsrJS5syZIwEBAeLn5yfvv/++2XkgIutjKCMii6uoqBAvLy+ZMmWK3L17t8Ex8fHx8sQTT8jBgwflzJkzMm3aNPH19ZWbN2+KSE2w8PT0lEceeUSOHj0qu3btkvDwcHnhhReM29i+fbusXLlSTp8+LT/88IOMGzdOAgICxGAwGMe0JJStWrVK9Hq9ZGZmyoULFyQzM1N8fHwkPT1dRH4JZZGRkbJx40bJzs6WZ555Rjp16iQVFRUiIrJ7925xcnKSDz74QLKzs2XhwoXi4+NjDGWlpaUybdo0iYqKkqtXr8rVq1eltLTUWFtwcLBkZGTI2bNnJSUlRby8vIxzUrtcXl7e6PynpaWJl5eXPPPMM3Lq1ClZv369uLm5SUJCgrz22mvy448/ymeffSYAZP/+/Y1ui4ish6GMiFrFV199Je3btxd3d3cZOHCgvPnmm3L8+HEREfnuu+9Eq9XWC2xhYWHyySefiEhNsHB2dpZLly4Z+7OyssTJyUmuXr3a4D6rqqrE29tbNmzYYGxrSSgLCwuTjIwMk7b33ntPYmJiROSXULZs2TJj/6lTpwSAnD59WkRERo8eLYmJiSbbGDNmjDGU1b633r1719s/AHn77beNy8XFxQJAsrKyRETksccek+jo6AZr/7W0tDTx8PAwCacJCQnSuXNnqaqqMrZ1795dZs+e3eT2iMg6+EwZEbWKkSNH4sqVK1i/fj2GDx+OnTt3ol+/fkhPT8fx48dRXFwMX19feHl5GV85OTk4f/68cRuhoaEICgoyLsfExKC6uhrZ2dkAgPz8fEyYMAERERHQ6XTQarUoLi5Gbm5ui+stKSnB+fPnMW7cOJOa3n//fZOaACA6Otr4Z71eDwC4du0aACA7OxsPPPCAyfi6y4359bY9PT2h1WqN2xaRZm+nc+fO8Pb2Ni4HBASgR48ecHJyMmmr3TYR2Z6LrQsgIvvl7u6OoUOHYujQoXjnnXcwfvx4pKWl4dVXX4Ver8fOnTvrrdOuXbtmbz85ORk3b97E3/72N3Tq1AlqtRoxMTEoLy9vca3FxcUAgKVLl2LAgAEmfc7OzibLrq6uxj+rVCoAQHV1dYv32ZBfb7t2+7Xb7tatG3bv3o2Kiop645qznca2TUS2xytlRGQ1PXr0QElJCfr164e8vDy4uLggPDzc5NWhQwfj+NzcXFy5csW4vH//fjg5OaF79+4AgD179iAlJQUjRoxAVFQU1Go1bty4cU+1BQQEoGPHjrhw4UK9mrp06dLs7XTv3h0HDx40aau77ObmhqqqqhbX+MILL6C4uBj/+Mc/Guy/fft2i7dJRMrBK2VEZHE3b97EqFGj8PLLLyM6Ohre3t44dOgQ5s6diyeffBLx8fGIiYlBUlIS5s6di27duuHKlSv45ptv8NRTT6F///4Aaq60JScnY968eTAYDEhJScGzzz6LwMBAAEBERARWrlyJ/v37w2AwYPr06dBoNE3Wl5OTg2PHjpm0RURE4N1330VKSgp0Oh2GDx+OsrIyHDp0CAUFBZg6dWqz3vtrr72G2NhYfPjhh3jiiSewY8cOZGVlGa+oATW3FmtrCA4Ohre3N9RqdZPbHjBgAGbMmIFp06bh8uXLeOqpp9CxY0ecO3cOixcvxkMPPYTU1NRm1UlEysMrZURkcV5eXhgwYAA++ugjxMbGomfPnnjnnXcwYcIEfPzxx1CpVNi0aRNiY2Px0ksvoVu3bnjuuefw888/IyAgwLid8PBwPP300xgxYgSGDRuG6Ohok6tEn376KQoKCtCvXz+MHTsWKSkp8Pf3b7K+qVOnom/fviavo0ePYvz48Vi2bBmWL1+OXr16YfDgwUhPT2/RlbJBgwZh8eLF+PDDD9G7d29s3rwZr7/+Otzd3Y1jRo4cieHDh2PIkCHw8/PD6tWrm739OXPmICMjA99//z0SEhIQFRWFqVOnIjo6GsnJyc3eDhEpj0pa8uQoEZGVzJo1C+vWrat3RastmjBhAn788Ud89913ti6FiBSMty+JiCxs3rx5GDp0KDw9PZGVlYUVK1aYfQ6MiKgWQxkRkYUdOHAAc+fORVFREbp27YoFCxZg/Pjxti6LiBSOty+JiIiIFIAP+hMREREpAEMZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAEMZERERkQIwlBEREREpAEMZERERkQL8H6bOBG1bNQ9WAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(7,7))\n",
    "sns.scatterplot(x=\"SepalLengthCm\",y=\"SepalWidthCm\",data=data,hue=\"Species\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d482e9f",
   "metadata": {},
   "source": [
    "Plotting scatter plot to demonstrate relationship between petal length and petal width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "03aade29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(7,7))\n",
    "sns.scatterplot(x=\"PetalLengthCm\",y=\"PetalWidthCm\",data=data,hue=\"Species\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e9ccc48",
   "metadata": {},
   "source": [
    "Relation of all feature with each other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d2057730",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1143x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = data.drop(\"Id\",axis=1)\n",
    "plot=sns.pairplot(data1,hue=\"Species\",diag_kind=\"hist\")\n",
    "plot.fig.suptitle(\"Relation of all feature with each other\",y=1.1,fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "821126ec",
   "metadata": {},
   "source": [
    "MODEL BUILD(REGRESSION)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e1866a34",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9e975f72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "0              5.1           3.5            1.4           0.2\n",
       "1              4.9           3.0            1.4           0.2\n",
       "2              4.7           3.2            1.3           0.2\n",
       "3              4.6           3.1            1.5           0.2\n",
       "4              5.0           3.6            1.4           0.2\n",
       "..             ...           ...            ...           ...\n",
       "145            6.7           3.0            5.2           2.3\n",
       "146            6.3           2.5            5.0           1.9\n",
       "147            6.5           3.0            5.2           2.0\n",
       "148            6.2           3.4            5.4           2.3\n",
       "149            5.9           3.0            5.1           1.8\n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = data.drop([\"Species\",\"Id\"],axis=1)\n",
    "X\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "21565214",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Iris-setosa\n",
       "1         Iris-setosa\n",
       "2         Iris-setosa\n",
       "3         Iris-setosa\n",
       "4         Iris-setosa\n",
       "            ...      \n",
       "145    Iris-virginica\n",
       "146    Iris-virginica\n",
       "147    Iris-virginica\n",
       "148    Iris-virginica\n",
       "149    Iris-virginica\n",
       "Name: Species, Length: 150, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y = data[\"Species\"]\n",
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "48da5b8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7eb36999",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = LogisticRegression(max_iter=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "70912008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(max_iter=1000)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(max_iter=1000)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression(max_iter=1000)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train,x_test,y_train,y_test = train_test_split(X,Y,test_size=0.3,random_state=1)\n",
    "model.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "66e8bfc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        14\n",
      "Iris-versicolor       1.00      0.94      0.97        18\n",
      " Iris-virginica       0.93      1.00      0.96        13\n",
      "\n",
      "       accuracy                           0.98        45\n",
      "      macro avg       0.98      0.98      0.98        45\n",
      "   weighted avg       0.98      0.98      0.98        45\n",
      "\n",
      "Confusion Matrix\n",
      " [[14  0  0]\n",
      " [ 0 17  1]\n",
      " [ 0  0 13]]\n"
     ]
    }
   ],
   "source": [
    "predictions = model.predict(x_test)\n",
    "print(classification_report(y_test,predictions))\n",
    "print(\"Confusion Matrix\\n\",confusion_matrix(y_test,predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "162c457c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9777777777777777\n"
     ]
    }
   ],
   "source": [
    "#The accuracy of the model \n",
    "print(accuracy_score(y_test,predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ee85f6a",
   "metadata": {},
   "source": [
    "# PREDICTING FOR THE NEW DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "88a812da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Iris-setosa' 'Iris-setosa']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\91939\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\base.py:439: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# First, load the new data into a pandas DataFrame\n",
    "new_data = pd.DataFrame({\n",
    "    'SepalLengthCm': [ 5.1, 6.9],\n",
    "    'SepalWidthCm': [3.5, 3.1],\n",
    "    'PetalLengthCm': [1.4, 4.9],\n",
    "    'PetalWidthCm': [0.2, 1.5]\n",
    "})\n",
    "\n",
    "# Scale the new data using the StandardScaler \n",
    "scaler = StandardScaler()\n",
    "scaled_new_data = scaler.fit_transform(new_data)\n",
    "\n",
    "# Use the trained logistic regression model to predict the species of the new data\n",
    "predicted_species = model.predict(scaled_new_data)\n",
    "\n",
    "# Print the predicted species\n",
    "print(predicted_species)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d56d3d6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
